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Marugán C, Sanz‐Gómez N, Ortigosa B, Monfort‐Vengut A, Bertinetti C, Teijo A, González M, Alonso de la Vega A, Lallena MJ, Moreno‐Bueno G, de Cárcer G. TPX2 overexpression promotes sensitivity to dasatinib in breast cancer by activating YAP transcriptional signaling. Mol Oncol 2024; 18:1531-1551. [PMID: 38357786 PMCID: PMC11161735 DOI: 10.1002/1878-0261.13602] [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: 09/11/2023] [Revised: 01/03/2024] [Accepted: 01/26/2024] [Indexed: 02/16/2024] Open
Abstract
Chromosomal instability (CIN) is a hallmark of cancer aggressiveness, providing genetic plasticity and tumor heterogeneity that allows the tumor to evolve and adapt to stress conditions. CIN is considered a cancer therapeutic biomarker because healthy cells do not exhibit CIN. Despite recent efforts to identify therapeutic strategies related to CIN, the results obtained have been very limited. CIN is characterized by a genetic signature where a collection of genes, mostly mitotic regulators, are overexpressed in CIN-positive tumors, providing aggressiveness and poor prognosis. We attempted to identify new therapeutic strategies related to CIN genes by performing a drug screen, using cells that individually express CIN-associated genes in an inducible manner. We find that the overexpression of targeting protein for Xklp2 (TPX2) enhances sensitivity to the proto-oncogene c-Src (SRC) inhibitor dasatinib due to activation of the Yes-associated protein 1 (YAP) pathway. Furthermore, using breast cancer data from The Cancer Genome Atlas (TCGA) and a cohort of cancer-derived patient samples, we find that both TPX2 overexpression and YAP activation are present in a significant percentage of cancer tumor samples and are associated with poor prognosis; therefore, they are putative biomarkers for selection for dasatinib therapy.
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Grants
- 2018-20I114 Spanish National Research Council (CSIC)
- 2021-AEP035 Spanish National Research Council (CSIC)
- 2022-20I018 Spanish National Research Council (CSIC)
- FJC2020-044620-I Ministerio de Ciencia, Innovación, Agencia Estatal de Investigación MCIN/AEI/FEDER
- PID2019-104644RB-I00 Ministerio de Ciencia, Innovación, Agencia Estatal de Investigación MCIN/AEI/FEDER
- PID2021-125705OB-I00 Ministerio de Ciencia, Innovación, Agencia Estatal de Investigación MCIN/AEI/FEDER
- PID2022-136854OB-I00 Ministerio de Ciencia, Innovación, Agencia Estatal de Investigación MCIN/AEI/FEDER
- RTI2018-095496-B-I00 Ministerio de Ciencia, Innovación, Agencia Estatal de Investigación MCIN/AEI/FEDER
- CB16/12/00295 Instituto de Salud Carlos III - CIBERONC
- LABAE16017DECA Spanish Association Against Cancer (AECC) Scientific Foundation
- POSTD234371SANZ Spanish Association Against Cancer (AECC) Scientific Foundation
- PROYE19036MOR Spanish Association Against Cancer (AECC) Scientific Foundation
- Spanish National Research Council (CSIC)
- Spanish Association Against Cancer (AECC) Scientific Foundation
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Affiliation(s)
- Carlos Marugán
- Cell Cycle & Cancer Biomarkers Laboratory, Cancer DepartmentInstituto de Investigaciones Biomédicas Sols‐Morreale (IIBM) CSIC‐UAMMadridSpain
- Discovery Chemistry Research and TechnologyEli Lilly and CompanyMadridSpain
| | - Natalia Sanz‐Gómez
- Cell Cycle & Cancer Biomarkers Laboratory, Cancer DepartmentInstituto de Investigaciones Biomédicas Sols‐Morreale (IIBM) CSIC‐UAMMadridSpain
| | - Beatriz Ortigosa
- Cell Cycle & Cancer Biomarkers Laboratory, Cancer DepartmentInstituto de Investigaciones Biomédicas Sols‐Morreale (IIBM) CSIC‐UAMMadridSpain
- Translational Cancer Research Laboratory, Cancer DepartmentInstituto de Investigaciones Biomédicas Alberto Sols‐Morreale (IIBM) CSIC‐UAMMadridSpain
| | - Ana Monfort‐Vengut
- Cell Cycle & Cancer Biomarkers Laboratory, Cancer DepartmentInstituto de Investigaciones Biomédicas Sols‐Morreale (IIBM) CSIC‐UAMMadridSpain
| | - Cristina Bertinetti
- Cell Cycle & Cancer Biomarkers Laboratory, Cancer DepartmentInstituto de Investigaciones Biomédicas Sols‐Morreale (IIBM) CSIC‐UAMMadridSpain
| | - Ana Teijo
- Pathology DepartmentMD Anderson Cancer CenterMadridSpain
| | - Marta González
- Cell Cycle & Cancer Biomarkers Laboratory, Cancer DepartmentInstituto de Investigaciones Biomédicas Sols‐Morreale (IIBM) CSIC‐UAMMadridSpain
| | - Alicia Alonso de la Vega
- Cell Cycle & Cancer Biomarkers Laboratory, Cancer DepartmentInstituto de Investigaciones Biomédicas Sols‐Morreale (IIBM) CSIC‐UAMMadridSpain
| | - María José Lallena
- Discovery Chemistry Research and TechnologyEli Lilly and CompanyMadridSpain
| | - Gema Moreno‐Bueno
- Translational Cancer Research Laboratory, Cancer DepartmentInstituto de Investigaciones Biomédicas Alberto Sols‐Morreale (IIBM) CSIC‐UAMMadridSpain
- MD Anderson International FoundationMadridSpain
- Biomedical Cancer Research Network (CIBERONC)MadridSpain
- CSIC Conexión‐Cáncer Hub (https://conexion‐cancer.csic.es)
| | - Guillermo de Cárcer
- Cell Cycle & Cancer Biomarkers Laboratory, Cancer DepartmentInstituto de Investigaciones Biomédicas Sols‐Morreale (IIBM) CSIC‐UAMMadridSpain
- CSIC Conexión‐Cáncer Hub (https://conexion‐cancer.csic.es)
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Hora J, Rambhia N, Mani I. Drug repurposing for personalized medicine. PROGRESS IN MOLECULAR BIOLOGY AND TRANSLATIONAL SCIENCE 2024; 207:107-122. [PMID: 38942534 DOI: 10.1016/bs.pmbts.2024.02.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/30/2024]
Abstract
Personalized medicine has emerged as a revolutionary approach to healthcare in the 21st century. By understanding a patient's unique genetic and biological characteristics, it aims to tailor treatments specifically to the individual. This approach takes into account factors such as an individual's lifestyle, genetic makeup, and environmental factors to provide targeted therapies that have the potential to be more effective and lower the risk of side reactions or ineffective treatments. It is a paradigm shift from the traditional "one size fits all" approach in medicine, where patients with similar symptoms or diagnoses receive the same standard treatments regardless of their differences. It leads to improved clinical outcomes and more efficient use of healthcare resources. Drug repurposing is a strategy that uses existing drugs for new indications and aims to take advantage of the known safety profiles, pharmacokinetics, and mechanisms of action of these drugs to accelerate the development process. Precision medicine may undergo a revolutionary change as a result, enabling the rapid development of novel treatment plans utilizing drugs that traditional methods would not otherwise link to. In this chapter, we have focused on a few strategies wherein drug repurposing has shown great success for precision medicine. The approach is particularly useful in oncology as there are many variations induced in the genetic material of cancer patients, so tailored treatment approaches go a long way. We have discussed the cases of breast cancer, glioblastoma and hepatocellular carcinoma. Other than that, we have also looked at drug repurposing approaches in anxiety disorders and COVID-19.
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Affiliation(s)
- Jahnvi Hora
- Manipal School of Life Science, Manipal Academy of Higher Education, Manipal, Karnataka, India
| | - Nishita Rambhia
- Manipal School of Life Science, Manipal Academy of Higher Education, Manipal, Karnataka, India
| | - Indra Mani
- Department of Microbiology, Gargi College, University of Delhi, New Delhi, India.
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Ladd AD, Duarte S, Sahin I, Zarrinpar A. Mechanisms of drug resistance in HCC. Hepatology 2024; 79:926-940. [PMID: 36680397 DOI: 10.1097/hep.0000000000000237] [Citation(s) in RCA: 42] [Impact Index Per Article: 42.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/02/2022] [Accepted: 11/21/2022] [Indexed: 01/22/2023]
Abstract
HCC comprises ∼80% of primary liver cancer. HCC is the only major cancer for which death rates have not improved over the last 10 years. Most patients are diagnosed with advanced disease when surgical and locoregional treatments are not feasible or effective. Sorafenib, a multikinase inhibitor targeting cell growth and angiogenesis, was approved for advanced unresectable HCC in 2007. Since then, other multikinase inhibitors have been approved. Lenvatinib was found to be noninferior to sorafenib as a first-line agent. Regorafenib, cabozantinib, and ramucirumab were shown to prolong survival as second-line agents. Advances in immunotherapy for HCC have also added hope for patients, but their efficacy remains limited. A large proportion of patients with advanced HCC gain no long-term benefit from systemic therapy due to primary and acquired drug resistance, which, combined with its rising incidence, keeps HCC a highly fatal disease. This review summarizes mechanisms of primary and acquired resistance to therapy and includes methods for bypassing resistance. It addresses recent advancements in immunotherapy, provides new perspectives on the linkage between drug resistance and molecular etiology of HCC, and evaluates the role of the microbiome in drug resistance. It also discusses alterations in signaling pathways, dysregulation of apoptosis, modulations in the tumor microenvironment, involvement of cancer stem cells, changes in drug metabolism/transport, tumor hypoxia, DNA repair, and the role of microRNAs in drug resistance. Understanding the interplay among these factors will provide guidance on the development of new therapeutic strategies capable of improving patient outcomes.
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Affiliation(s)
- Alexandra D Ladd
- Department of Surgery, College of Medicine, University of Florida, Gainesville, Florida, USA
| | - Sergio Duarte
- Department of Surgery, College of Medicine, University of Florida, Gainesville, Florida, USA
| | - Ilyas Sahin
- Division of Hematology/Oncology, Department of Medicine, College of Medicine, University of Florida, Gainesville, Florida, USA
| | - Ali Zarrinpar
- Department of Surgery, College of Medicine, University of Florida, Gainesville, Florida, USA
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He J, Li W, Zhao W, Shen H, Chang Y, Liu B, He Q, Yu H, Wang Y, Shi L, Cai X. Potential of lncRNAs to regulate cuproptosis in hepatocellular carcinoma: Establishment and validation of a novel risk model. Heliyon 2024; 10:e24453. [PMID: 38312553 PMCID: PMC10835266 DOI: 10.1016/j.heliyon.2024.e24453] [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: 09/11/2023] [Revised: 12/28/2023] [Accepted: 01/09/2024] [Indexed: 02/06/2024] Open
Abstract
Cuproptosis, a distinct form of programmed cell death, is an emerging field in oncology with promising implications. This novel mode of cell death has the potential to become a regulatory target for tumor therapy, thus expanding the currently limited treatment options available for patients with cancer. Our research team focused on investigating the role of functional long non-coding RNA (lncRNAs) in hepatocellular carcinoma (HCC). We were particularly intrigued by the potential implications of HCC-lncRNAs on cuproptosis. Through a comprehensive analysis, we identified three cuproptosis-related lncRNAs (CRLs): AC018690.1, AL050341.2, and LINC02038. These lncRNAs were found to influence the sensitivity of HCC to cuproptosis. Based on our results, we constructed a risk model represented by the equation: risk score = 0.82 * AC018690.1 + 0.65 * AL050341.2 + 0.61 * LINC02038. Notably, significant disparities were observed in clinical features, such as the response rate to immunotherapy and targeted therapy, as well as in cellular characteristics, including the composition of the tumor immune microenvironment (TIME), when comparing the high- and low-risk groups. Most importantly, knockdown of these CRLs was confirmed to significantly weaken the resistance to cuproptosis in HCC. This effect resulted from the accelerated accumulation of lipoacylated-DLAT and lipoacylated-DLST. In summary, we identified three CRLs in HCC and established a novel risk model with potential clinical applications. Additionally, we proposed a potential therapeutic method consisting of sorafenib-copper ionophores-immunotherapy.
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Affiliation(s)
- Jing He
- Zhejiang Provincial Key Laboratory of Laparoscopic Technology, Sir Run Run Shaw Hospital, Zhejiang University, Hangzhou, 310016, China
- Department of General Surgery, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Hangzhou, 310016, China
- Zhejiang Minimal Invasive Diagnosis and Treatment Technology Research Center of Severe Hepatobiliary Disease, Zhejiang University, Hangzhou, 310016, China
- Zhejiang Research and Development Engineering Laboratory of Minimally Invasive Technology and Equipment, Zhejiang University, Hangzhou, 310016, China
- Zhejiang University Cancer Center, Zhejiang University, Hangzhou, 310016, China
| | - Weiqi Li
- Zhejiang Provincial Key Laboratory of Laparoscopic Technology, Sir Run Run Shaw Hospital, Zhejiang University, Hangzhou, 310016, China
- Department of General Surgery, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Hangzhou, 310016, China
- Zhejiang Minimal Invasive Diagnosis and Treatment Technology Research Center of Severe Hepatobiliary Disease, Zhejiang University, Hangzhou, 310016, China
- Zhejiang Research and Development Engineering Laboratory of Minimally Invasive Technology and Equipment, Zhejiang University, Hangzhou, 310016, China
- Zhejiang University Cancer Center, Zhejiang University, Hangzhou, 310016, China
| | - Weijun Zhao
- Zhejiang Provincial Key Laboratory of Laparoscopic Technology, Sir Run Run Shaw Hospital, Zhejiang University, Hangzhou, 310016, China
- Department of General Surgery, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Hangzhou, 310016, China
- Zhejiang Minimal Invasive Diagnosis and Treatment Technology Research Center of Severe Hepatobiliary Disease, Zhejiang University, Hangzhou, 310016, China
- Zhejiang Research and Development Engineering Laboratory of Minimally Invasive Technology and Equipment, Zhejiang University, Hangzhou, 310016, China
- Zhejiang University Cancer Center, Zhejiang University, Hangzhou, 310016, China
| | - Hao Shen
- Zhejiang Provincial Key Laboratory of Laparoscopic Technology, Sir Run Run Shaw Hospital, Zhejiang University, Hangzhou, 310016, China
- Department of General Surgery, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Hangzhou, 310016, China
- Zhejiang Minimal Invasive Diagnosis and Treatment Technology Research Center of Severe Hepatobiliary Disease, Zhejiang University, Hangzhou, 310016, China
- Zhejiang Research and Development Engineering Laboratory of Minimally Invasive Technology and Equipment, Zhejiang University, Hangzhou, 310016, China
- Zhejiang University Cancer Center, Zhejiang University, Hangzhou, 310016, China
| | - Yushun Chang
- Zhejiang Provincial Key Laboratory of Laparoscopic Technology, Sir Run Run Shaw Hospital, Zhejiang University, Hangzhou, 310016, China
- Department of General Surgery, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Hangzhou, 310016, China
- Zhejiang Minimal Invasive Diagnosis and Treatment Technology Research Center of Severe Hepatobiliary Disease, Zhejiang University, Hangzhou, 310016, China
- Zhejiang Research and Development Engineering Laboratory of Minimally Invasive Technology and Equipment, Zhejiang University, Hangzhou, 310016, China
- Zhejiang University Cancer Center, Zhejiang University, Hangzhou, 310016, China
| | - Boqiang Liu
- Zhejiang Provincial Key Laboratory of Laparoscopic Technology, Sir Run Run Shaw Hospital, Zhejiang University, Hangzhou, 310016, China
- Department of General Surgery, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Hangzhou, 310016, China
- Zhejiang Minimal Invasive Diagnosis and Treatment Technology Research Center of Severe Hepatobiliary Disease, Zhejiang University, Hangzhou, 310016, China
- Zhejiang Research and Development Engineering Laboratory of Minimally Invasive Technology and Equipment, Zhejiang University, Hangzhou, 310016, China
- Zhejiang University Cancer Center, Zhejiang University, Hangzhou, 310016, China
| | - Qiang He
- Department of Hepatobiliary Surgery, Linyi People's Hospital, Linyi, Shandong, China
| | - Hong Yu
- Zhejiang Provincial Key Laboratory of Laparoscopic Technology, Sir Run Run Shaw Hospital, Zhejiang University, Hangzhou, 310016, China
- Department of General Surgery, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Hangzhou, 310016, China
- Zhejiang Minimal Invasive Diagnosis and Treatment Technology Research Center of Severe Hepatobiliary Disease, Zhejiang University, Hangzhou, 310016, China
- Zhejiang Research and Development Engineering Laboratory of Minimally Invasive Technology and Equipment, Zhejiang University, Hangzhou, 310016, China
- Zhejiang University Cancer Center, Zhejiang University, Hangzhou, 310016, China
| | - Yifan Wang
- Zhejiang Provincial Key Laboratory of Laparoscopic Technology, Sir Run Run Shaw Hospital, Zhejiang University, Hangzhou, 310016, China
- Department of General Surgery, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Hangzhou, 310016, China
- Zhejiang Minimal Invasive Diagnosis and Treatment Technology Research Center of Severe Hepatobiliary Disease, Zhejiang University, Hangzhou, 310016, China
- Zhejiang Research and Development Engineering Laboratory of Minimally Invasive Technology and Equipment, Zhejiang University, Hangzhou, 310016, China
- Zhejiang University Cancer Center, Zhejiang University, Hangzhou, 310016, China
| | - Liang Shi
- Zhejiang Provincial Key Laboratory of Laparoscopic Technology, Sir Run Run Shaw Hospital, Zhejiang University, Hangzhou, 310016, China
- Department of General Surgery, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Hangzhou, 310016, China
- Zhejiang Minimal Invasive Diagnosis and Treatment Technology Research Center of Severe Hepatobiliary Disease, Zhejiang University, Hangzhou, 310016, China
- Zhejiang Research and Development Engineering Laboratory of Minimally Invasive Technology and Equipment, Zhejiang University, Hangzhou, 310016, China
- Zhejiang University Cancer Center, Zhejiang University, Hangzhou, 310016, China
| | - Xiujun Cai
- Zhejiang Provincial Key Laboratory of Laparoscopic Technology, Sir Run Run Shaw Hospital, Zhejiang University, Hangzhou, 310016, China
- Department of General Surgery, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Hangzhou, 310016, China
- Zhejiang Minimal Invasive Diagnosis and Treatment Technology Research Center of Severe Hepatobiliary Disease, Zhejiang University, Hangzhou, 310016, China
- Zhejiang Research and Development Engineering Laboratory of Minimally Invasive Technology and Equipment, Zhejiang University, Hangzhou, 310016, China
- Zhejiang University Cancer Center, Zhejiang University, Hangzhou, 310016, China
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Strusi G, Suelzu CM, Horwood N, Münsterberg AE, Bao Y. Phenethyl isothiocyanate and dasatinib combination synergistically reduces hepatocellular carcinoma growth via cell cycle arrest and oxeiptosis. Front Pharmacol 2023; 14:1264032. [PMID: 37860118 PMCID: PMC10583560 DOI: 10.3389/fphar.2023.1264032] [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: 07/20/2023] [Accepted: 09/26/2023] [Indexed: 10/21/2023] Open
Abstract
Introduction: Hepatocellular carcinoma (HCC) is the most common type of liver cancer, which is among the most lethal tumours. Combination therapy exploits multiple drugs to target key pathways synergistically to reduce tumour growth. Isothiocyanates have been shown to possess anticancer potential and to complement the anticancer activity of other compounds. This study aimed to investigate the potential of phenethyl isothiocyanate (PEITC) to synergise with dasatinib, improving its anticancer potential in HCC. Methods: MTT, 3D spheroids and clonogenic assays were used to assess the combination anti-tumour effect in vitro, whereas a murine syngeneic model was employed to evaluate the combination efficacy in vivo. DCFDA staining was employed to evaluate the production of reactive oxygen species (ROS), while flow cytometry and Western blot assays were used to elucidate the molecular mechanism of the synergistic activiy. Results: PEITC and dasatinib combination exhibited a synergistic effect in vitro and in vivo. The combination induced DNA damage and oxidative stress through the production of ROS, which led to the formation of a premature CDK1/Cyclin B1 complex associated with induction of mitotic catastrophe. Furthermore, ROS activated oxeiptosis, a caspase-independent form of programmed cell death. Conclusion: PEITC showed to enhance dasatinib action in treating HCC with increased production of ROS that induced cell cycle arrest followed by mitotic catastrophe, and to induce oxeiptosis. These results highlight the role that ITCs may have in cancer therapy as a complement of clinically approved chemotherapeutic drugs.
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Affiliation(s)
- Gabriele Strusi
- Norwich Medical School, University of East Anglia, Norwich Research Park, Norwich, United Kingdom
| | - Caterina M. Suelzu
- Norwich Medical School, University of East Anglia, Norwich Research Park, Norwich, United Kingdom
| | - Nicole Horwood
- Norwich Medical School, University of East Anglia, Norwich Research Park, Norwich, United Kingdom
| | | | - Yongping Bao
- Norwich Medical School, University of East Anglia, Norwich Research Park, Norwich, United Kingdom
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Strusi G, Suelzu CM, Weldon S, Giffin J, Münsterberg AE, Bao Y. Combination of Phenethyl Isothiocyanate and Dasatinib Inhibits Hepatocellular Carcinoma Metastatic Potential through FAK/STAT3/Cadherin Signalling and Reduction of VEGF Secretion. Pharmaceutics 2023; 15:2390. [PMID: 37896150 PMCID: PMC10610226 DOI: 10.3390/pharmaceutics15102390] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2023] [Revised: 09/19/2023] [Accepted: 09/25/2023] [Indexed: 10/29/2023] Open
Abstract
Cancerous cells are characterised by their ability to invade, metastasise, and induce angiogenesis. Tumour cells use various molecules that can be targeted to reverse these processes. Dasatinib, a potent Src inhibitor, has shown promising results in treating hepatocellular carcinoma (HCC) in vitro and in vivo. However, its effectiveness is limited by focal adhesion kinase (FAK) activation. Isothiocyanates, on the other hand, are phytochemicals with broad anticancer activity and FAK inhibition capabilities. This study evaluated the synergistic effect of dasatinib and phenethyl isothiocyanate (PEITC) on HCC. The combination was tested using various assays, including MTT, adhesion, scratch, Boyden chamber, chorioallantoic membrane (CAM), and yolk sac membrane (YSM) assays to evaluate the effect of the drug combination on HCC metastatic potential and angiogenesis in vitro and in vivo. The results showed that the combination inhibited the adhesion, migration, and invasion of HepG2 cells and reduced xenograft volume in the CAM assay. Additionally, the combination reduced angiogenesis in vitro, diminishing the growth of vessels in the tube formation assay. The inhibition of FAK/STAT3 signalling led to increased E-cadherin expression and reduced VEGF secretion, reducing HCC metastatic potential. Therefore, a combination of PEITC and dasatinib could be a potential therapeutic strategy for the treatment of HCC.
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Affiliation(s)
- Gabriele Strusi
- Norwich Medical School, University of East Anglia, Norwich NR4 7TJ, UK
| | | | - Shannon Weldon
- School of Biological Sciences, University of East Anglia, Norwich NR4 7TJ, UK (A.E.M.)
| | - Jennifer Giffin
- School of Biological Sciences, University of East Anglia, Norwich NR4 7TJ, UK (A.E.M.)
| | - Andrea E. Münsterberg
- School of Biological Sciences, University of East Anglia, Norwich NR4 7TJ, UK (A.E.M.)
| | - Yongping Bao
- Norwich Medical School, University of East Anglia, Norwich NR4 7TJ, UK
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Yao N, Jiang W, Wang Y, Song Q, Cao X, Zheng W, Zhang J. An immune-related signature for optimizing prognosis prediction and treatment decision of hepatocellular carcinoma. Eur J Med Res 2023; 28:123. [PMID: 36918943 PMCID: PMC10015788 DOI: 10.1186/s40001-023-01091-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2022] [Accepted: 03/06/2023] [Indexed: 03/16/2023] Open
Abstract
BACKGROUND An immune-related gene signature (IGS) was established for discriminating prognosis, predicting benefit of immunotherapy, and exploring therapeutic options in hepatocellular carcinoma (HCC). METHODS Based on Immune-related hub genes and The Cancer Genome Atlas (TCGA) LIHC dataset (n = 363), an immune-related gene signature (IGS) was established by least absolute shrinkage and selection operator (LASSO) analysis. The prognostic significance and clinical implications of IGS were verified in International Cancer Genome Consortium (ICGC) and Chinese HCC (CHCC) cohorts. The molecular and immune characteristics and the benefit of immune checkpoint inhibitor (ICI) therapy in IGS-defined subgroups were analyzed. In addition, by leveraging the Cancer Therapeutics Response Portal (CTRP) and PRISM Repurposing datasets, we determined the potential therapeutic agents for high IGS-risk patients. RESULTS The IGS was constructed based on 8 immune-related hub genes with individual coefficients. The IGS risk model could robustly predict the survival of HCC patients in TCGA, ICGC, and CHCC cohorts. Compared with 4 previous established immune genes-based signatures, IGS exhibited superior performance in survival prediction. Additionally, for immunological characteristics and enriched pathways, a low-IGS score was correlated with IL-6/JAK/STAT3 signaling, inflammatory response and interferon α/γ response pathways, low TP53 mutation rate, high infiltration level, and more benefit from ICI therapy. In contrast, high IGS score manifested an immunosuppressive microenvironment and activated aggressive pathways. Finally, by in silico screening potential compounds, vindesine, ispinesib and dasatinib were identified as potential therapeutic agents for high-IGS risk patients. CONCLUSIONS This study developed a robust IGS model for survival prediction of HCC patients, providing new insights into integrating tailored risk stratification with precise immunotherapy and screening potentially targeted agents.
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Affiliation(s)
- Ninghua Yao
- Department of Oncology, Affiliated Hospital of Nantong University, Nantong, 226001, People's Republic of China.,Research Center of Clinical Medicine, Affiliated Hospital of Nantong University, Nantong, 226001, People's Republic of China
| | - Wei Jiang
- Department of Neurology, Affiliated Wuxi No.2 People's Hospital of Nanjing Medical University, Wuxi, People's Republic of China
| | - Yilang Wang
- Department of Oncology, Affiliated Tumor Hospital of Nantong University, Nantong, People's Republic of China
| | - Qianqian Song
- Department of Radiology, Wake Forest School of Medicine, Winston-Salem, USA
| | - Xiaolei Cao
- School of Medicine, Nantong University, Nantong, 226001, Jiangsu, China.
| | - Wenjie Zheng
- Research Center of Clinical Medicine, Affiliated Hospital of Nantong University, Nantong, 226001, People's Republic of China.
| | - Jie Zhang
- Department of Oncology, Affiliated Hospital of Nantong University, Nantong, 226001, People's Republic of China.
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Kološa K, Žegura B, Štampar M, Filipič M, Novak M. Adverse Toxic Effects of Tyrosine Kinase Inhibitors on Non-Target Zebrafish Liver (ZFL) Cells. Int J Mol Sci 2023; 24:ijms24043894. [PMID: 36835302 PMCID: PMC9965539 DOI: 10.3390/ijms24043894] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2022] [Revised: 02/09/2023] [Accepted: 02/14/2023] [Indexed: 02/17/2023] Open
Abstract
Over the past 20 years, numerous tyrosine kinase inhibitors (TKIs) have been introduced for targeted therapy of various types of malignancies. Due to frequent and increasing use, leading to eventual excretion with body fluids, their residues have been found in hospital and household wastewaters as well as surface water. However, the effects of TKI residues in the environment on aquatic organisms are poorly described. In the present study, we investigated the cytotoxic and genotoxic effects of five selected TKIs, namely erlotinib (ERL), dasatinib (DAS), nilotinib (NIL), regorafenib (REG), and sorafenib (SOR), using the in vitro zebrafish liver cell (ZFL) model. Cytotoxicity was determined using the MTS assay and propidium iodide (PI) live/dead staining by flow cytometry. DAS, SOR, and REG decreased ZFL cell viability dose- and time-dependently, with DAS being the most cytotoxic TKI studied. ERL and NIL did not affect viability at concentrations up to their maximum solubility; however, NIL was the only TKI that significantly decreased the proportion of PI negative cells as determined by the flow cytometry. Cell cycle progression analyses showed that DAS, ERL, REG, and SOR caused the cell cycle arrest of ZFL cells in the G0/G1 phase, with a concomitant decrease of cells in the S-phase fraction. No data could be obtained for NIL due to severe DNA fragmentation. The genotoxic activity of the investigated TKIs was evaluated using comet and cytokinesis block micronucleus (CBMN) assays. The dose-dependent induction of DNA single strand breaks was induced by NIL (≥2 μM), DAS (≥0.006 μM), and REG (≥0.8 μM), with DAS being the most potent. None of the TKIs studied induced micronuclei formation. These results suggest that normal non-target fish liver cells are sensitive to the TKIs studied in a concentration range similar to those previously reported for human cancer cell lines. Although the TKI concentrations that induced adverse effects in exposed ZFL cells are several orders of magnitude higher than those currently expected in the aquatic environment, the observed DNA damage and cell cycle effects suggest that residues of TKIs in the environment may pose a hazard to non-intentionally exposed organisms living in environments contaminated with TKIs.
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Affiliation(s)
- Katja Kološa
- Department of Genetic Toxicology and Cancer Biology, National Institute of Biology, Večna Pot 111, 1000 Ljubljana, Slovenia
| | - Bojana Žegura
- Department of Genetic Toxicology and Cancer Biology, National Institute of Biology, Večna Pot 111, 1000 Ljubljana, Slovenia
- Jozef Stefan International Postgraduate School, 1000 Ljubljana, Slovenia
- Correspondence:
| | - Martina Štampar
- Department of Genetic Toxicology and Cancer Biology, National Institute of Biology, Večna Pot 111, 1000 Ljubljana, Slovenia
| | - Metka Filipič
- Department of Genetic Toxicology and Cancer Biology, National Institute of Biology, Večna Pot 111, 1000 Ljubljana, Slovenia
- Jozef Stefan International Postgraduate School, 1000 Ljubljana, Slovenia
| | - Matjaž Novak
- Department of Genetic Toxicology and Cancer Biology, National Institute of Biology, Večna Pot 111, 1000 Ljubljana, Slovenia
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9
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Balakrishnan K. Hepatocellular carcinoma stage: an almost loss of fatty acid metabolism and gain of glucose metabolic pathways dysregulation. MEDICAL ONCOLOGY (NORTHWOOD, LONDON, ENGLAND) 2022; 39:247. [PMID: 36209296 DOI: 10.1007/s12032-022-01839-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/27/2022] [Accepted: 09/01/2022] [Indexed: 10/10/2022]
Abstract
Cancer cells rewire the metabolic processes beneficial for cancer cell proliferation, survival, and their progression. In this study, metabolic processes related to glucose, glutamine, and fatty acid metabolism signatures were collected from the molecular signatures database and investigated in the context of energy metabolic pathways through available genome-wide expression profiles of liver cancer cohorts by gene sets-based pathway activation scoring analysis. The outcomes of this study portray that the fatty acid metabolism, transport, and its storage related signatures are highly expressed across early stages of liver tumors and on the contrary, the gene sets related to glucose transport and glucose metabolism are prominently activated in the hepatocellular carcinoma (HCC) stage. Based on the results, these metabolic pathways are clearly dysregulated across specific stages of carcinogenesis. The identified dimorphic metabolic pathway dysregulation patterns are further reconfirmed by examining corresponding metabolic pathway genes expression patterns across various stages encompassing profiles. Recurrence is the primary concern in the carcinogenesis of liver tumors due to liver tissues regeneration. Hence, to further explore these dysregulation effects on recurrent cirrhosis and recurrent HCC sample containing profile GSE20140 was examined and interestingly, this result also reiterated these differential metabolic pathways dysregulation. In addition, a recently established metabolome profile for the massive panel of cancer cell-lines, including liver cancer cell-lines, was used for further exploration. These findings also reassured those differential metabolites abundance of the fatty acid and glucose metabolic pathways enlighten those dimorphic metabolic pathways dysregulation. Moreover, ROC curves of fatty acid metabolic pathway genes such as acetyl-CoA carboxylase (ACACB), acyl-CoA dehydrogenase long chain (ACADL), and acyl-CoA dehydrogenase medium chain (ACADM) as well as glucose metabolic pathway genes such as phosphoglycerate kinase (PGK1), pyruvate dehydrogenase (PDHA1), pyruvate dehydrogenase kinase (PDK1) demonstrated greater sensitivity and specificity in the corresponding stage-specific tumors with significant p-values (p < 0.05). Furthermore, overall survival (OS) and recurrence-free survival (RFS) studies also reconfirmed that the rate-limiting genes expression of fatty acid and glucose metabolic pathways reveal better and poor survival in HCC patient cohorts, respectively. In conclusion, all these results clearly show that metabolic rewiring and the existence of two diverse metabolic pathways dysregulation involving fatty acid and glucose metabolism across the stages of liver tumors have been identified. These findings might be useful for developing therapeutic target treatments in stage-specific tumors.
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Affiliation(s)
- Karthik Balakrishnan
- Department of Biotechnology, Saroj Institute of Technology and Management (SITM), 12th KM Stone, Lucknow-Sultanpur Road, Lucknow, Uttar Pradesh, 226002, India.
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10
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Ye H, Sun M, Huang S, Xu F, Wang J, Liu H, Zhang L, Luo W, Guo W, Wu Z, Zhu J, Li H. Gene Network Analysis of Hepatocellular Carcinoma Identifies Modules Associated with Disease Progression, Survival, and Chemo Drug Resistance. Int J Gen Med 2021; 14:9333-9347. [PMID: 34898998 PMCID: PMC8654693 DOI: 10.2147/ijgm.s336729] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2021] [Accepted: 11/08/2021] [Indexed: 12/11/2022] Open
Abstract
Background Hepatocellular carcinoma (HCC) is the second leading cause of cancer-related mortality worldwide. HCC transcriptome has been extensively studied; however, the progress in disease mechanisms, prognosis, and treatment is still slow. Methods A rank-based module-centric workflow was introduced to analyze important modules associated with HCC development, prognosis, and drug resistance. The currently largest HCC cell line RNA-Seq dataset from the LIMORE database was used to construct the reference modules by weighted gene co-expression network analysis. Results Thirteen reference modules were identified with validated reproducibility. These modules were all associated with specific biological functions. Differentially expressed module analysis revealed the crucial modules during HCC development. Modules and hub genes are indicative of patient survival. Modules can differentiate patients in different HCC stages. Furthermore, drug resistance was revealed by drug-module association analysis. Based on differentially expressed modules and hub genes, six candidate drugs were screened. The hub genes of those modules merit further investigation. Conclusion We proposed a reference module-based analysis of the HCC transcriptome. The identified modules are associated with HCC development, survival, and drug resistance. M3 and M6 may play important roles during HCV to HCC development. M1, M3, M5, and M7 are associated with HCC survival. High M4, high M9, low M1, and low M3 may be associated with dasatinib, doxorubicin, CD532, and simvastatin resistance. Our analysis provides useful information for HCC diagnosis and treatment.
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Affiliation(s)
- Hua Ye
- Department of Gastroenterology, Ningbo Medical Treatment Center Lihuili Hospital, Medical School of Ningbo University, Ningbo, Zhejiang, 315040, People's Republic of China
| | - Mengxia Sun
- Department of Clinical Medicine, Medical School of Ningbo University, Ningbo, Zhejiang, 315211, People's Republic of China
| | - Shiliang Huang
- Department of Gastroenterology, Ningbo Medical Treatment Center Lihuili Hospital, Medical School of Ningbo University, Ningbo, Zhejiang, 315040, People's Republic of China
| | - Feng Xu
- Department of Gastroenterology, Ningbo Medical Treatment Center Lihuili Hospital, Medical School of Ningbo University, Ningbo, Zhejiang, 315040, People's Republic of China
| | - Jian Wang
- Department of Dermatology, Ningbo Medical Treatment Center Lihuili Hospital, Medical School of Ningbo University, Ningbo, Zhejiang, 315040, People's Republic of China
| | - Huiwei Liu
- Department of Gastroenterology, Ningbo Medical Treatment Center Lihuili Hospital, Medical School of Ningbo University, Ningbo, Zhejiang, 315040, People's Republic of China
| | - Liangshun Zhang
- Department of Gastroenterology, Ningbo Medical Treatment Center Lihuili Hospital, Medical School of Ningbo University, Ningbo, Zhejiang, 315040, People's Republic of China
| | - Wenjing Luo
- Department of Gastroenterology, Ningbo Medical Treatment Center Lihuili Hospital, Medical School of Ningbo University, Ningbo, Zhejiang, 315040, People's Republic of China
| | - Wenying Guo
- Department of Gastroenterology, Ningbo Medical Treatment Center Lihuili Hospital, Medical School of Ningbo University, Ningbo, Zhejiang, 315040, People's Republic of China
| | - Zhe Wu
- Department of Gastroenterology, Ningbo Medical Treatment Center Lihuili Hospital, Medical School of Ningbo University, Ningbo, Zhejiang, 315040, People's Republic of China
| | - Jie Zhu
- Department of Hepatobiliary Surgery, Ningbo Medical Treatment Center Lihuili Hospital, Medical School of Ningbo University, Ningbo, Zhejiang, 315040, People's Republic of China
| | - Hong Li
- Department of Hepatobiliary Surgery, Ningbo Medical Treatment Center Lihuili Hospital, Medical School of Ningbo University, Ningbo, Zhejiang, 315040, People's Republic of China
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11
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Molecular classification of hepatocellular carcinoma: prognostic importance and clinical applications. J Cancer Res Clin Oncol 2021; 148:15-29. [PMID: 34623518 DOI: 10.1007/s00432-021-03826-w] [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: 08/17/2021] [Accepted: 10/03/2021] [Indexed: 01/17/2023]
Abstract
Hepatocellular carcinoma (HCC) is a lethal human malignancy with a very low overall and long-term survival rate. Poor prognostic outcomes are predominantly associated with HCC due to a huge landscape of heterogeneity found in the deadliest disease. However, molecular subtyping of HCC has significantly improved the knowledge of the underlying mechanisms that contribute towards the heterogeneity and progression of the disease. In this review, we have extensively summarized the current information available about molecular classification of HCC. This review can be of great significance for providing the insight information needed for development of novel, efficient and personalized therapeutic options for the treatment of HCC patients globally.
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12
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Cheng CC, Chao WT, Shih JH, Lai YS, Hsu YH, Liu YH. Sorafenib combined with dasatinib therapy inhibits cell viability, migration, and angiogenesis synergistically in hepatocellular carcinoma. Cancer Chemother Pharmacol 2021; 88:143-153. [PMID: 33860837 DOI: 10.1007/s00280-021-04272-8] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2020] [Accepted: 03/30/2021] [Indexed: 01/05/2023]
Abstract
PURPOSE Sorafenib is a multikinase inhibitor used for treatment of advanced hepatocellular carcinoma. Sorafenib resistance may be related to Src-induced cell migration and angiogenesis, which are regulated by cancer stem cell activation and release of vascular endothelial growth factor. Dasatinib is a Src inhibitor that inhibits Src phosphorylation and suppresses Src-associated cell migration and angiogenesis. This study investigated whether combined treatment with dasatinib can overcome sorafenib resistance. METHODS Hepatoma cell lines were used for sorafenib and/or dasatinib treatment. Cell viability, cell migration, molecular expressions, and release of vascular endothelial growth factor by hepatoma cells were evaluated. Hepatoma cell culture medium was applied on human umbilical vein endothelial cells to monitor angiogenesis promoted by the hepatoma cells. RESULTS Sorafenib and dasatinib combined therapy suppressed cell viability of hepatoma cells synergistically. Dasatinib suppressed sorafenib-induced cell migration via inhibiting sorafenib-induced Src/FAK phosphorylation, cell-to-cell contact and cancer stem cell activation. Culture medium from Chang liver and PLC/PRF/5 cells suppressed angiogenesis of human umbilical vein endothelial cells with any treatment, whereas sorafenib-treated medium of HepG2 cells induced angiogenesis. This sorafenib-induced angiogenesis was then suppressed by dasatinib. Vascular endothelial growth factor released from hepatoma cells was also inhibited by combined treatment. CONCLUSION Src/FAK phosphorylation and cancer stem cell activation inducing cell migration and angiogenesis may be the key factors of sorafenib resistance. Sorafenib and dasatinib combined treatment suppresses cell migration and angiogenesis by inhibiting the Src/FAK phosphorylation, cell-to-cell contact, cancer stem cell activation, and release of vascular endothelial growth factor.
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Affiliation(s)
- Chiung-Chi Cheng
- Department of Pathology, Chang Bing Show-Chwan Memorial Hospital, 6, Lugong Road, Lukang Zhen, Changhua County, 505, Taiwan
- Center for General Education, Providence University, 200, Section 7, Taiwan Boulevard, Shalu District, Taichung City, 433, Taiwan
| | - Wei-Ting Chao
- Department of Life Science, Tunghai University, 1727, Section 4, Taiwan Boulevard, Xitun District, Taichung City, 407, Taiwan
| | - Jing-Hao Shih
- Department of Life Science, Tunghai University, 1727, Section 4, Taiwan Boulevard, Xitun District, Taichung City, 407, Taiwan
| | - Yih-Shyong Lai
- Department of Pathology, Chang Bing Show-Chwan Memorial Hospital, 6, Lugong Road, Lukang Zhen, Changhua County, 505, Taiwan
| | - Yung-Hsiang Hsu
- Department of Pathology, Tzu Chi University, 701, Section 3, Jhongyang Road, Hualien, 97004, Taiwan
| | - Yi-Hsiang Liu
- Department of Pathology, Chang Bing Show-Chwan Memorial Hospital, 6, Lugong Road, Lukang Zhen, Changhua County, 505, Taiwan.
- Department of Pathology, Tzu Chi University, 701, Section 3, Jhongyang Road, Hualien, 97004, Taiwan.
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13
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Caruso S, O'Brien DR, Cleary SP, Roberts LR, Zucman-Rossi J. Genetics of Hepatocellular Carcinoma: Approaches to Explore Molecular Diversity. Hepatology 2021; 73 Suppl 1:14-26. [PMID: 32463918 DOI: 10.1002/hep.31394] [Citation(s) in RCA: 54] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/26/2020] [Revised: 05/11/2020] [Accepted: 05/11/2020] [Indexed: 12/11/2022]
Affiliation(s)
- Stefano Caruso
- Centre de Recherche des Cordeliers, INSERM, Sorbonne Université, Université de Paris, Université Paris 13, Functional Genomics of Solid Tumors Laboratory, Paris, France
| | - Daniel R O'Brien
- Division of Biomedical Statistics and Informatics, Mayo Clinic College of Medicine and Science, Rochester, MN
| | - Sean P Cleary
- Division of Hepatobiliary and Pancreatic Surgery, Mayo Clinic College of Medicine and Science, Rochester, MN
| | - Lewis R Roberts
- Division of Gastroenterology and Hepatology, Mayo Clinic College of Medicine and Science, Rochester, MN
| | - Jessica Zucman-Rossi
- Centre de Recherche des Cordeliers, INSERM, Sorbonne Université, Université de Paris, Université Paris 13, Functional Genomics of Solid Tumors Laboratory, Paris, France.,European Hospital Georges Pompidou, AP-HP, Paris, France
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14
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Wu Y, Liu Z, Xu X. Molecular subtyping of hepatocellular carcinoma: A step toward precision medicine. Cancer Commun (Lond) 2020; 40:681-693. [PMID: 33290597 PMCID: PMC7743018 DOI: 10.1002/cac2.12115] [Citation(s) in RCA: 38] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2020] [Revised: 08/31/2020] [Accepted: 11/12/2020] [Indexed: 02/06/2023] Open
Abstract
Hepatocellular carcinoma (HCC) is one of the most prevalent and fatal digestive tumors. Treatment for this disease has been constraint by heterogeneity of this group of tumors, which has greatly limited the progress in personalized therapy. Although existing studies have revealed the genetic and epigenetic blueprints that drive HCCs, many of the molecular mechanisms that lead to HCCs remain elusive. Recent advances in techniques for studying functional genomics, such as genome sequencing and transcriptomic analyses, have led to the discovery of molecular mechanisms that participate in the initiation and evolution of HCC. Integrative multi-omics analyses have identified several molecular subtypes of HCC associated with specific molecular characteristics and clinical outcomes. Deciphering similar molecular features among highly heterogeneous HCC patients is a prerequisite to implementation of personalized therapeutics. This review summarizes the current research progresses in precision therapy on the backbone of molecular subtypes of HCC.
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Affiliation(s)
- Yichao Wu
- Department of Hepatobiliary and Pancreatic SurgeryAffiliated Hangzhou First People's HospitalZhejiang University School of MedicineHangzhouZhejiang310006P. R. China
- National Health Commission Key Laboratory of Combined Multi‐organ TransplantationHangzhouZhejiang310003P. R. China
- Institute of Organ TransplantationZhejiang UniversityHangzhouZhejiang310003P. R. China
| | - Zhikun Liu
- Department of Hepatobiliary and Pancreatic SurgeryAffiliated Hangzhou First People's HospitalZhejiang University School of MedicineHangzhouZhejiang310006P. R. China
- National Health Commission Key Laboratory of Combined Multi‐organ TransplantationHangzhouZhejiang310003P. R. China
- Institute of Organ TransplantationZhejiang UniversityHangzhouZhejiang310003P. R. China
| | - Xiao Xu
- Department of Hepatobiliary and Pancreatic SurgeryAffiliated Hangzhou First People's HospitalZhejiang University School of MedicineHangzhouZhejiang310006P. R. China
- National Health Commission Key Laboratory of Combined Multi‐organ TransplantationHangzhouZhejiang310003P. R. China
- Institute of Organ TransplantationZhejiang UniversityHangzhouZhejiang310003P. R. China
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15
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Yang C, Chen J, Li Y, Huang X, Liu Z, Wang J, Jiang H, Qin W, Lv Y, Wang H, Wang C. Exploring subclass-specific therapeutic agents for hepatocellular carcinoma by informatics-guided drug screen. Brief Bioinform 2020; 22:5960426. [PMID: 33167027 DOI: 10.1093/bib/bbaa295] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2020] [Revised: 10/06/2020] [Accepted: 10/06/2020] [Indexed: 01/02/2023] Open
Abstract
Almost all currently approved systemic therapies for hepatocellular carcinoma (HCC) failed to achieve satisfactory therapeutic effect. Exploring tailored treatment strategies for different individuals provides an approach with the potential to maximize clinical benefit. Previously, multiple studies have reported that hepatoma cell lines belonging to different molecular subtypes respond differently to the same treatment. However, these studies only focused on a small number of typical chemotherapy or targeted drugs across limited cell lines due to time and cost constraints. To compensate for the deficiency of previous experimental researches as well as link molecular classification with therapeutic response, we conducted a comprehensive in silico screening, comprising nearly 2000 compounds, to identify compounds with subclass-specific efficacy. Here, we first identified two transcriptome-based HCC subclasses (AS1 and AS2) and then made comparison of drug response between two subclasses. As a result, we not only found that some agents previously considered to have low efficacy in HCC treatment might have promising therapeutic effects for certain subclass, but also identified novel therapeutic compounds that were not routinely used as anti-tumor drugs in clinic. Discovery of agents with subclass-specific efficacy has potential in changing the status quo of population-based therapies in HCC and providing new insights into precision oncology.
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Affiliation(s)
- Chen Yang
- Department of Liver Surgery and Shanghai Cancer Institute, State Key Laboratory of Oncogenes and Related Genes, Renji Hospital, Shanghai Jiao Tong University School of Medicine, China
| | - Junfei Chen
- Department of Immunology, Zhongshan School of Medicine, Sun Yat-sen University, China. She is focusing on multi-omics analysis of hepatocellular carcinoma.,State Key Laboratory of Oncogenes and Related Genes, Shanghai Cancer Institute, Renji Hospital, Shanghai Jiao Tong University School of Medicine, China
| | - Yan Li
- Ministry of Health, Division of Gastroenterology and Hepatology, Renji Hospital, Shanghai Jiao Tong University School of Medicine, China
| | - Xiaowen Huang
- Hepatic Surgery Center, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Zhicheng Liu
- student at Hepatic Surgery Center, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Jun Wang
- State Key Laboratory of Oncogenes and Related Genes, Shanghai Cancer Institute, Renji Hospital, Shanghai Jiao Tong University School of Medicine, China
| | - Hua Jiang
- State Key Laboratory of Oncogenes and Related Genes, Shanghai Cancer Institute, Renji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Wenxin Qin
- State Key Laboratory of Oncogenes and Related Genes, Shanghai Cancer Institute, Renji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Yuanyuan Lv
- State Key Laboratory of Oncogenes and Related Genes, Shanghai Cancer Institute, Renji Hospital, Shanghai Jiao Tong University School of Medicine, China
| | - Hui Wang
- State Key Laboratory of Oncogenes and Related Genes, Shanghai Cancer Institute, Renji Hospital, Shanghai Jiao Tong University School of Medicine, China
| | - Cun Wang
- Department of Liver Surgery and Shanghai Cancer Institute, State Key Laboratory of Oncogenes and Related Genes, Renji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
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Transcriptomics-Based Drug Repurposing Approach Identifies Novel Drugs against Sorafenib-Resistant Hepatocellular Carcinoma. Cancers (Basel) 2020; 12:cancers12102730. [PMID: 32977582 PMCID: PMC7598246 DOI: 10.3390/cancers12102730] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2020] [Revised: 09/16/2020] [Accepted: 09/17/2020] [Indexed: 12/12/2022] Open
Abstract
Simple Summary Hepatocellular carcinoma (HCC), a type of liver cancer, remains a treatment challenge due to late detection and resistance to currently approved drugs. It takes 15–20 years for a single new drug to become FDA approved. The purpose of this study was to expedite identification of novel drugs against drug-resistant HCC. For this, we matched gene expression alterations in resistant HCC with gene expression changes caused by treatment of cancer cells with drugs already FDA approved for other diseases to find the drug that can reverse the resistance-related changes. Among the identified drugs, we validated the growth inhibitory effect of two drugs, identified their mechanism in HCC and, thus, provided proof of concept evidence for validity of this drug repurposing approach with potential for use in personalized medicine. Abstract Objective: Hepatocellular carcinoma (HCC) is frequently diagnosed in patients with late-stage disease who are ineligible for curative surgical therapies. The majority of patients become resistant to sorafenib, the only approved first-line therapy for advanced cancer, underscoring the need for newer, more effective drugs. The purpose of this study is to expedite identification of novel drugs against sorafenib resistant (SR)-HCC. Methods: We employed a transcriptomics-based drug repurposing method termed connectivity mapping using gene signatures from in vitro-derived SR Huh7 HCC cells. For proof of concept validation, we focused on drugs that were FDA-approved or under clinical investigation and prioritized two anti-neoplastic agents (dasatinib and fostamatinib) with targets associated with HCC. We also prospectively validated predicted gene expression changes in drug-treated SR Huh7 cells as well as identified and validated the targets of Fostamatinib in HCC. Results: Dasatinib specifically reduced the viability of SR-HCC cells that correlated with up-regulated activity of SRC family kinases, its targets, in our SR-HCC model. However, fostamatinib was able to inhibit both parental and SR HCC cells in vitro and in xenograft models. Ingenuity pathway analysis of fostamatinib gene expression signature from LINCS predicted JAK/STAT, PI3K/AKT, ERK/MAPK pathways as potential targets of fostamatinib that were validated by Western blot analysis. Fostamatinib treatment reversed the expression of genes that were deregulated in SR HCC. Conclusion: We provide proof of concept evidence for the validity of this drug repurposing approach for SR-HCC with implications for personalized medicine.
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Proteomic Analysis of Cell Lines and Primary Tumors in Pancreatic Cancer Identifies Proteins Expressed Only In Vitro and Only In Vivo. Pancreas 2020; 49:1109-1116. [PMID: 32833945 DOI: 10.1097/mpa.0000000000001633] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
OBJECTIVES A limited repertoire of good pancreatic ductal adenocarcinoma (PDAC) models is one of the main barriers in developing effective new PDAC treatments. We aimed to characterize 6 commonly used PDAC cell lines and compare them with PDAC patient tumor samples using proteomics. METHODS Proteomic methods were used to generate an extensive catalog of proteins from 10 PDAC surgical specimens, 9 biopsies of adjacent normal tissue, and 6 PDAC cell lines. Protein lists were interrogated to determine what extent the proteome of the cell lines reflects the proteome of primary pancreatic tumors. RESULTS We identified 7973 proteins from the cell lines, 5680 proteins from the tumor tissues, and 4943 proteins from the adjacent normal tissues. We identified 324 proteins unique to the cell lines, some of which may play a role in survival of cells in culture. Conversely, a list of 63 proteins expressed only in the patient samples, whose expression is lost in culture, may place limitations on the degree to which these model systems reflect tumor biology in vivo. CONCLUSIONS Our work offers a catalog of proteins detected in each of the PDAC cell lines, providing a useful guide for researchers seeking model systems for PDAC functional studies.
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He H, Chen D, Cui S, Wu G, Piao H, Wang X, Ye P, Jin S. HDNA methylation data-based molecular subtype classification related to the prognosis of patients with hepatocellular carcinoma. BMC Med Genomics 2020; 13:118. [PMID: 32831081 PMCID: PMC7447581 DOI: 10.1186/s12920-020-00770-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2019] [Accepted: 08/17/2020] [Indexed: 12/24/2022] Open
Abstract
Background DNA methylation is a common chemical modification of DNA in the carcinogenesis of hepatocellular carcinoma (HCC). Methods In this bioinformatics analysis, 348 liver cancer samples were collected from the Cancer Genome Atlas (TCGA) database to analyse specific DNA methylation sites that affect the prognosis of HCC patients. Results 10,699 CpG sites (CpGs) that were significantly related to the prognosis of patients were clustered into 7 subgroups, and the samples of each subgroup were significantly different in various clinical pathological data. In addition, by calculating the level of methylation sites in each subgroup, 119 methylation sites (corresponding to 105 genes) were selected as specific methylation sites within the subgroups. Moreover, genes in the corresponding promoter regions in which the above specific methylation sites were located were subjected to signalling pathway enrichment analysis, and it was discovered that these genes were enriched in the biological pathways that were reported to be closely correlated with HCC. Additionally, the transcription factor enrichment analysis revealed that these genes were mainly enriched in the transcription factor KROX. A naive Bayesian classification model was used to construct a prognostic model for HCC, and the training and test data sets were used for independent verification and testing. Conclusion This classification method can well reflect the heterogeneity of HCC samples and help to develop personalized treatment and accurately predict the prognosis of patients.
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Affiliation(s)
- Hui He
- Department of Laparoscopic Surgery, the First Affiliated Hospital of Dalian Medical University, Lianhe Road 193#, Shahekou District, Dalian, 116000, Liaoning Province, China
| | - Di Chen
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, 457 Zhongshan Rd, Dalian, 116023, China
| | - Shimeng Cui
- Department of Hepatobiliary Surgery, the First Affiliated Hospital of Dalian Medical University, Dalian, 116000, Liaoning Province, China
| | - Gang Wu
- Department of Hepatobiliary Surgery, the First Affiliated Hospital of China Medical University, Shenyang, 110042, Liaoning Province, China
| | - Hailong Piao
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, 457 Zhongshan Rd, Dalian, 116023, China
| | - Xun Wang
- Department of Laparoscopic Surgery, the First Affiliated Hospital of Dalian Medical University, Lianhe Road 193#, Shahekou District, Dalian, 116000, Liaoning Province, China
| | - Peng Ye
- Department of Urological Surgery, Liaoning Cancer Hospital & Institute, Shenyang, 110042, Liaoning Province, China
| | - Shi Jin
- Department of Laparoscopic Surgery, the First Affiliated Hospital of Dalian Medical University, Lianhe Road 193#, Shahekou District, Dalian, 116000, Liaoning Province, China.
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Znati S, Carter R, Vasquez M, Westhorpe A, Shahbakhti H, Prince J, Vlckova P, De Vellis C, Bascal Z, Loizidou M, Sharma RA. Radiosensitisation of Hepatocellular Carcinoma Cells by Vandetanib. Cancers (Basel) 2020; 12:cancers12071878. [PMID: 32668592 PMCID: PMC7408860 DOI: 10.3390/cancers12071878] [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: 05/13/2020] [Revised: 07/05/2020] [Accepted: 07/08/2020] [Indexed: 12/25/2022] Open
Abstract
Hepatocellular Carcinoma (HCC) is increasing in incidence worldwide and requires new approaches to therapy. The combination of anti-angiogenic drug therapy and radiotherapy is one promising new approach. The anti-angiogenic drug vandetanib is a tyrosine kinase inhibitor of vascular endothelial growth factor receptor-2 (VEGFR-2) and RET proto-oncogene with radio-enhancement potential. To explore the benefit of combined vandetanib and radiotherapy treatment for HCC, we studied outcomes following combined treatment in pre-clinical models. Methods: Vandetanib and radiation treatment were combined in HCC cell lines grown in vitro and in vivo. In addition to 2D migration and clonogenic assays, the combination was studied in 3D spheroids and a syngeneic mouse model of HCC. Results: Vandetanib IC50s were measured in 20 cell lines and the drug was found to significantly enhance radiation cell kill and to inhibit both cell migration and invasion in vitro. In vivo, combination therapy significantly reduced cancer growth and improved overall survival, an effect that persisted for the duration of vandetanib treatment. Conclusion: In 2D and 3D studies in vitro and in a syngeneic model in vivo, the combination of vandetanib plus radiotherapy was more efficacious than either treatment alone. This new combination therapy for HCC merits evaluation in clinical trials.
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Affiliation(s)
- Sami Znati
- University College London Cancer Institute, University College London, London WC1E 6BT, UK; (R.C.); (M.V.); (A.W.); (H.S.); (P.V.); (C.D.V.)
- Correspondence: (S.Z.); (R.A.S.)
| | - Rebecca Carter
- University College London Cancer Institute, University College London, London WC1E 6BT, UK; (R.C.); (M.V.); (A.W.); (H.S.); (P.V.); (C.D.V.)
| | - Marcos Vasquez
- University College London Cancer Institute, University College London, London WC1E 6BT, UK; (R.C.); (M.V.); (A.W.); (H.S.); (P.V.); (C.D.V.)
| | - Adam Westhorpe
- University College London Cancer Institute, University College London, London WC1E 6BT, UK; (R.C.); (M.V.); (A.W.); (H.S.); (P.V.); (C.D.V.)
| | - Hassan Shahbakhti
- University College London Cancer Institute, University College London, London WC1E 6BT, UK; (R.C.); (M.V.); (A.W.); (H.S.); (P.V.); (C.D.V.)
| | - Jessica Prince
- Department of Oncology, University of Oxford, Oxford OX3 7DQ, UK;
| | - Petra Vlckova
- University College London Cancer Institute, University College London, London WC1E 6BT, UK; (R.C.); (M.V.); (A.W.); (H.S.); (P.V.); (C.D.V.)
| | - Chiara De Vellis
- University College London Cancer Institute, University College London, London WC1E 6BT, UK; (R.C.); (M.V.); (A.W.); (H.S.); (P.V.); (C.D.V.)
- Scuola di Scienze Matematiche, Fisiche e Naturali, Università degli Studi di Firenze, 50121 Florence, Italy
| | - Zainab Bascal
- Biocompatibles UK Ltd. (A BTG International Group Company), Lakeview, Riverside Way, Watchmoor Park, Camberley, Surrey GU15 3YH, UK;
| | - Marilena Loizidou
- Division of Surgery and Interventional Science, Royal Free Campus, University College London, London NW3 2QG, UK;
| | - Ricky A. Sharma
- University College London Cancer Institute, University College London, London WC1E 6BT, UK; (R.C.); (M.V.); (A.W.); (H.S.); (P.V.); (C.D.V.)
- NIHR University College London Hospitals Biomedical Research Centre, UCL Cancer Institute, University College London, London WC1E 6DD, UK
- Correspondence: (S.Z.); (R.A.S.)
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20
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Tang L, Long J, Li K, Zhang X, Chen X, Peng C. A novel chalcone derivative suppresses melanoma cell growth through targeting Fyn/Stat3 pathway. Cancer Cell Int 2020; 20:256. [PMID: 32565740 PMCID: PMC7302361 DOI: 10.1186/s12935-020-01336-2] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2020] [Accepted: 06/09/2020] [Indexed: 12/14/2022] Open
Abstract
Background Fyn has been documented to have oncogenic features in multiple tumors, which might be a potential therapeutic target, however, few studies on the function role of Fyn and its specific inhibitors in melanoma. Methods We investigated the impacts of Fyn and its inhibitor Lj-1-60 on melanoma through bioinformatics analysis, western blot, cell viability, cell cycle and apoptosis and xenograft tumor model as well as immunohistochemical staining. Pull-down and in vitro kinase assay were used to demonstrate Lj-1-60 targeting Fyn. Transcriptome sequencing and RT-PCR were adopted to confirm the potential mechanisms of Lj-1-60 in melanoma. Results Our findings showed that Fyn was overexpressed in melanoma cells and knocked down of Fyn suppressed the proliferation of melanoma cells. To identify the potential inhibitors of Fyn, our in-house library including total of 111,277 chemicals was conducted to vitro screening, among those compounds, 83 inhibitors were further detected to explore the effect on melanoma cells growth and discovered a novel chalcone derivative Lj-1-60 that exhibited low cellular toxicity and high anti-tumor efficacy. Lj-1-60 directly was associated with Fyn and inhibited the Fyn kinase activity with Stat3 as substrate. What's more, Lj-1-60 suppressed the proliferation of melanoma in vitro and in vivo through inducing cell cycle arrest and apoptosis. Moreover, the activation of Stat3 had also been abrogated both in Lj-1-60 treated melanoma cells or Fyn knocked down cells. Conclusion Our study revealed a novel Fyn inhibitor that could significantly suppress melanoma growth, which is a promising potential inhibitor for melanoma treatment.
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Affiliation(s)
- Ling Tang
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Changsha, Hunan China.,Department of Dermatology, Xiangya Hospital, Central South University, Changsha, 410000 Hunan China.,Hunan Key Laboratory of Skin Cancer and Psoriasis, Xiangya Hospital, Central South University, Changsha, Hunan China
| | - Jing Long
- Department of Dermatology, Xiangya Hospital, Central South University, Changsha, 410000 Hunan China.,Hunan Key Laboratory of Skin Cancer and Psoriasis, Xiangya Hospital, Central South University, Changsha, Hunan China.,Hunan Engineering Research Center of Skin Health and Disease, Xiangya Hospital, Central South University, Changsha, Hunan China
| | - Keke Li
- Department of Dermatology, Xiangya Hospital, Central South University, Changsha, 410000 Hunan China.,Hunan Key Laboratory of Skin Cancer and Psoriasis, Xiangya Hospital, Central South University, Changsha, Hunan China.,Hunan Engineering Research Center of Skin Health and Disease, Xiangya Hospital, Central South University, Changsha, Hunan China
| | - Xu Zhang
- Department of Dermatology, Xiangya Hospital, Central South University, Changsha, 410000 Hunan China.,Hunan Key Laboratory of Skin Cancer and Psoriasis, Xiangya Hospital, Central South University, Changsha, Hunan China.,Hunan Engineering Research Center of Skin Health and Disease, Xiangya Hospital, Central South University, Changsha, Hunan China
| | - Xiang Chen
- Department of Dermatology, Xiangya Hospital, Central South University, Changsha, 410000 Hunan China.,Hunan Key Laboratory of Skin Cancer and Psoriasis, Xiangya Hospital, Central South University, Changsha, Hunan China.,Hunan Engineering Research Center of Skin Health and Disease, Xiangya Hospital, Central South University, Changsha, Hunan China
| | - Cong Peng
- Department of Dermatology, Xiangya Hospital, Central South University, Changsha, 410000 Hunan China.,Hunan Key Laboratory of Skin Cancer and Psoriasis, Xiangya Hospital, Central South University, Changsha, Hunan China.,Hunan Engineering Research Center of Skin Health and Disease, Xiangya Hospital, Central South University, Changsha, Hunan China
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21
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Chen W, Peng J, Ye J, Dai W, Li G, He Y. Aberrant AFP expression characterizes a subset of hepatocellular carcinoma with distinct gene expression patterns and inferior prognosis. J Cancer 2020; 11:403-413. [PMID: 31897235 PMCID: PMC6930420 DOI: 10.7150/jca.31435] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2018] [Accepted: 08/26/2019] [Indexed: 12/20/2022] Open
Abstract
Background Serum tumor markers are ubiquitously used in the clinic for cancer screening. However, the mechanisms accounting for the elevated levels of the serum tumor markers remain to be explored. Methods We performed a pan-cancer analysis of serum alpha-fetoprotein (AFP), carcinoembryonic antigen (CEA) and prostate-specific antigen (PSA). The relation between concentration of serum tumor markers and the expression of their coding genes was assessed. Then the expression of AFP and its genomic background in hepatocellular carcinoma (liver cancer) was studied. Results High expression of AFP mRNA was found mainly in liver cancer. In gastric cancer, breast cancer and lung cancer, high AFP mRNA expression was also discovered occasionally. In liver cancer patients, serum AFP levels correlated significantly with AFP mRNA expression in cancer tissues (r = 0.72, p = 1.6e-45). Whole transcriptome analysis revealed that serum AFP levels clearly separated liver cancer into two classes with distinct expression profiles according to PCA analysis. Gene co-expression analysis revealed that AFP expression was connected to a module enriched with genes accounting for cell cycle and cell proliferation regulation. In addition, high AFP expression was associated with the molecular classification of liver cancer, including iCluster (Chi-square: 16.86, P = 0.0002). Methylation analysis revealed de-methylation of AFP promoter occurred in some liver cancer tissues, which was significantly related to AFP mRNA expression. Survival analysis indicated high serum AFP levels was prognostic of poorer survival of the liver cancer patients (Log-rank test: p = 0.046). This was confirmed by an independent dataset in which liver cancer patients with high serum AFP also had poorer survival (Log-rank test: p = 0.024). Conclusion High expression of AFP defined a subtype of liver cancer with distinct gene expression profiles and clinical features. De-methylation of cytosine from CpG di-nucleotides in AFP promoter may be the cause of AFP re-expression in adult human liver cancer tissue.
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Affiliation(s)
- Wei Chen
- Department of Gastrointestinal Surgery, First Affiliated Hospital of Sun Yat-sen University, 510080 Guangzhou, Guangdong province, People's Republic of China
| | - Jianjun Peng
- Department of Gastrointestinal Surgery, First Affiliated Hospital of Sun Yat-sen University, 510080 Guangzhou, Guangdong province, People's Republic of China
| | - Jinning Ye
- Department of Gastrointestinal Surgery, First Affiliated Hospital of Sun Yat-sen University, 510080 Guangzhou, Guangdong province, People's Republic of China
| | - Weigang Dai
- Department of Gastrointestinal Surgery, First Affiliated Hospital of Sun Yat-sen University, 510080 Guangzhou, Guangdong province, People's Republic of China
| | - Guanghua Li
- Department of Gastrointestinal Surgery, First Affiliated Hospital of Sun Yat-sen University, 510080 Guangzhou, Guangdong province, People's Republic of China
| | - Yulong He
- Department of Gastrointestinal Surgery, First Affiliated Hospital of Sun Yat-sen University, 510080 Guangzhou, Guangdong province, People's Republic of China
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22
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Caruso S, Calatayud AL, Pilet J, La Bella T, Rekik S, Imbeaud S, Letouzé E, Meunier L, Bayard Q, Rohr-Udilova N, Péneau C, Grasl-Kraupp B, de Koning L, Ouine B, Bioulac-Sage P, Couchy G, Calderaro J, Nault JC, Zucman-Rossi J, Rebouissou S. Analysis of Liver Cancer Cell Lines Identifies Agents With Likely Efficacy Against Hepatocellular Carcinoma and Markers of Response. Gastroenterology 2019; 157:760-776. [PMID: 31063779 DOI: 10.1053/j.gastro.2019.05.001] [Citation(s) in RCA: 119] [Impact Index Per Article: 23.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/06/2019] [Revised: 04/19/2019] [Accepted: 05/01/2019] [Indexed: 12/29/2022]
Abstract
BACKGROUND AND AIMS Hepatocellular carcinomas (HCCs) are heterogeneous aggressive tumors with low rates of response to treatment at advanced stages. We screened a large panel of liver cancer cell lines (LCCLs) to identify agents that might be effective against HCC and markers of therapeutic response. METHODS We performed whole-exome RNA and microRNA sequencing and quantification of 126 proteins in 34 LCCLs. We screened 31 anticancer agents for their ability to decrease cell viability. We compared genetic, RNA, and protein profiles of LCCLs with those of primary HCC samples and searched for markers of response. RESULTS The protein, RNA and mutational signatures of the LCCLs were similar to those of the proliferation class of HCC, which is the most aggressive tumor type. Cell lines with alterations in genes encoding members of the Ras-MAPK signaling pathway and that required fibroblast growth factor (FGF)19 signaling via FGF receptor 4 for survival were more sensitive to trametinib than to FGF receptor 4 inhibitors. Amplification of FGF19 resulted in increased activity of FGF19 only in tumor cells that kept a gene expression pattern of hepatocyte differentiation. We identified single agents and combinations of agents that reduced viability of cells with features of the progenitor subclass of HCC. LCCLs with inactivating mutations in TSC1 and TSC2 were sensitive to the mammalian target of rapamycin inhibitor rapamycin, and cells with inactivating mutations in TP53 were sensitive to the Aurora kinase A inhibitor alisertib. Amplification of MET was associated with hypersensitivity to cabozantinib and the combination of sorafenib and inhibitors of MAP kinase 1 and MAP kinase2 had a synergistic antiproliferative effect. CONCLUSION LCCLs can be screened for drugs and agents that might be effective for treatment of HCC. We identified genetic alterations and gene expression patterns associated with response to these agents. This information might be used to select patients for clinical trials.
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Affiliation(s)
- Stefano Caruso
- Centre de Recherche des Cordeliers, Sorbonne Université, Inserm, UMRS-1138, F-75006 Paris, France; Functional Genomics of Solid Tumors, USPC, Université Paris Descartes, Université Paris Diderot, Université Paris 13, Labex Immuno-Oncology, équipe labellisée Ligue Contre le Cancer, F-75000 Paris, France
| | - Anna-Line Calatayud
- Centre de Recherche des Cordeliers, Sorbonne Université, Inserm, UMRS-1138, F-75006 Paris, France; Functional Genomics of Solid Tumors, USPC, Université Paris Descartes, Université Paris Diderot, Université Paris 13, Labex Immuno-Oncology, équipe labellisée Ligue Contre le Cancer, F-75000 Paris, France
| | - Jill Pilet
- Centre de Recherche des Cordeliers, Sorbonne Université, Inserm, UMRS-1138, F-75006 Paris, France; Functional Genomics of Solid Tumors, USPC, Université Paris Descartes, Université Paris Diderot, Université Paris 13, Labex Immuno-Oncology, équipe labellisée Ligue Contre le Cancer, F-75000 Paris, France
| | - Tiziana La Bella
- Centre de Recherche des Cordeliers, Sorbonne Université, Inserm, UMRS-1138, F-75006 Paris, France; Functional Genomics of Solid Tumors, USPC, Université Paris Descartes, Université Paris Diderot, Université Paris 13, Labex Immuno-Oncology, équipe labellisée Ligue Contre le Cancer, F-75000 Paris, France
| | - Samia Rekik
- Centre de Recherche des Cordeliers, Sorbonne Université, Inserm, UMRS-1138, F-75006 Paris, France; Functional Genomics of Solid Tumors, USPC, Université Paris Descartes, Université Paris Diderot, Université Paris 13, Labex Immuno-Oncology, équipe labellisée Ligue Contre le Cancer, F-75000 Paris, France
| | - Sandrine Imbeaud
- Centre de Recherche des Cordeliers, Sorbonne Université, Inserm, UMRS-1138, F-75006 Paris, France; Functional Genomics of Solid Tumors, USPC, Université Paris Descartes, Université Paris Diderot, Université Paris 13, Labex Immuno-Oncology, équipe labellisée Ligue Contre le Cancer, F-75000 Paris, France
| | - Eric Letouzé
- Centre de Recherche des Cordeliers, Sorbonne Université, Inserm, UMRS-1138, F-75006 Paris, France; Functional Genomics of Solid Tumors, USPC, Université Paris Descartes, Université Paris Diderot, Université Paris 13, Labex Immuno-Oncology, équipe labellisée Ligue Contre le Cancer, F-75000 Paris, France
| | - Léa Meunier
- Centre de Recherche des Cordeliers, Sorbonne Université, Inserm, UMRS-1138, F-75006 Paris, France; Functional Genomics of Solid Tumors, USPC, Université Paris Descartes, Université Paris Diderot, Université Paris 13, Labex Immuno-Oncology, équipe labellisée Ligue Contre le Cancer, F-75000 Paris, France
| | - Quentin Bayard
- Centre de Recherche des Cordeliers, Sorbonne Université, Inserm, UMRS-1138, F-75006 Paris, France; Functional Genomics of Solid Tumors, USPC, Université Paris Descartes, Université Paris Diderot, Université Paris 13, Labex Immuno-Oncology, équipe labellisée Ligue Contre le Cancer, F-75000 Paris, France
| | - Nataliya Rohr-Udilova
- Division of Gastroenterology and Hepatology, Department of Internal, Medicine III, Medical University of Vienna, Vienna, Austria
| | - Camille Péneau
- Centre de Recherche des Cordeliers, Sorbonne Université, Inserm, UMRS-1138, F-75006 Paris, France; Functional Genomics of Solid Tumors, USPC, Université Paris Descartes, Université Paris Diderot, Université Paris 13, Labex Immuno-Oncology, équipe labellisée Ligue Contre le Cancer, F-75000 Paris, France
| | - Bettina Grasl-Kraupp
- Department of Medicine I, Division: Institute of Cancer Research, Comprehensive Cancer Center, Medical University of Vienna, Vienna, Austria
| | - Leanne de Koning
- RPPA Platform, Curie Institute, PSL Research University, Paris, France
| | - Bérengère Ouine
- RPPA Platform, Curie Institute, PSL Research University, Paris, France
| | - Paulette Bioulac-Sage
- Bariton INSERM, UMR-1053, Bordeaux, France; Department of Pathology, Pellegrin Hospital, Hospital of Bordeaux, Bordeaux, France
| | - Gabrielle Couchy
- Centre de Recherche des Cordeliers, Sorbonne Université, Inserm, UMRS-1138, F-75006 Paris, France; Functional Genomics of Solid Tumors, USPC, Université Paris Descartes, Université Paris Diderot, Université Paris 13, Labex Immuno-Oncology, équipe labellisée Ligue Contre le Cancer, F-75000 Paris, France
| | - Julien Calderaro
- Anathomopathology Department, Henri Mondor Hospital, Créteil, University of Paris Est Créteil, Inserm U955, Team 18, Mondor Institute of Biomedical Research, Créteil, France
| | - Jean-Charles Nault
- Centre de Recherche des Cordeliers, Sorbonne Université, Inserm, UMRS-1138, F-75006 Paris, France; Functional Genomics of Solid Tumors, USPC, Université Paris Descartes, Université Paris Diderot, Université Paris 13, Labex Immuno-Oncology, équipe labellisée Ligue Contre le Cancer, F-75000 Paris, France; Liver unit, Jean Verdier Hospital, University Hospitals Paris-Seine-Saint-Denis, AP-HP, Bondy, France; Training and Research Unit of Health Medicine and Human Biology, University of Paris 13, Community of Universities and Institutions Sorbonne Paris Cité, Paris, France
| | - Jessica Zucman-Rossi
- Centre de Recherche des Cordeliers, Sorbonne Université, Inserm, UMRS-1138, F-75006 Paris, France; Functional Genomics of Solid Tumors, USPC, Université Paris Descartes, Université Paris Diderot, Université Paris 13, Labex Immuno-Oncology, équipe labellisée Ligue Contre le Cancer, F-75000 Paris, France; European Hospital Georges Pompidou, AP-HP, F-75015, Paris, France.
| | - Sandra Rebouissou
- Centre de Recherche des Cordeliers, Sorbonne Université, Inserm, UMRS-1138, F-75006 Paris, France; Functional Genomics of Solid Tumors, USPC, Université Paris Descartes, Université Paris Diderot, Université Paris 13, Labex Immuno-Oncology, équipe labellisée Ligue Contre le Cancer, F-75000 Paris, France.
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23
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Jiang H, Yang Z, Song Z, Green M, Song H, Shao Q. γδ T cells in hepatocellular carcinoma patients present cytotoxic activity but are reduced in potency due to IL-2 and IL-21 pathways. Int Immunopharmacol 2019; 70:167-173. [DOI: 10.1016/j.intimp.2019.02.019] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2018] [Revised: 01/20/2019] [Accepted: 02/12/2019] [Indexed: 01/10/2023]
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24
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Abstract
Kinase inhibitors (KIs) have had a huge impact on clinical treatment of various cancers, but they are far from perfect medicines. In particular, their efficacies are limited to certain cancer types and, in many cases, provide only temporary remission. This paper explores the possibility of covalently binding a fluorophore for in vivo optical imaging to the KI dasatinib where the particular fluorophore chosen for this study, a heptamethine cyanine (Cy) derivative, tends to accumulate in tumors. Thus, we hypothesized that the dasatinib-fluorophore conjugate might target tumor cells more effectively than the parent KI, give enhanced suppression of viability, and simultaneously serve as a probe for optical imaging. As far as we are aware, the dasatinib conjugate (1) is the first reported to contain this KI and a probe for near-IR imaging, and it is certainly the first conjugate of a tumor-targeting near-IR dye and a KI of any kind. Conjugate 1 suppressed the viability of liver cancer cells (HepG2) more effectively than dasatinib at the same concentration. In scratch assays, 1 prevented regrowth of the tumor cells. Conjugate 1 is cell permeable, and confocal imaging indicates the fluorescence of those cells is concentrated in the mitochondria than lysosomes. In general, this study suggests there is untapped potential for conjugates of KIs with tumor-targeting near-IR dyes in the development of theranostics for optical imaging and treatment of cancer.
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Affiliation(s)
- Syed Muhammad Usama
- Department of Chemistry, Texas A & M University, Box 30012, College Station, Texas 77842, United States
| | - Bosheng Zhao
- Department of Chemistry, Texas A & M University, Box 30012, College Station, Texas 77842, United States
| | - Kevin Burgess
- Department of Chemistry, Texas A & M University, Box 30012, College Station, Texas 77842, United States
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25
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Lally JSV, Ghoshal S, DePeralta DK, Moaven O, Wei L, Masia R, Erstad DJ, Fujiwara N, Leong V, Houde VP, Anagnostopoulos AE, Wang A, Broadfield LA, Ford RJ, Foster RA, Bates J, Sun H, Wang T, Liu H, Ray AS, Saha AK, Greenwood J, Bhat S, Harriman G, Miao W, Rocnik JL, Westlin WF, Muti P, Tsakiridis T, Harwood HJ, Kapeller R, Hoshida Y, Tanabe KK, Steinberg GR, Fuchs BC. Inhibition of Acetyl-CoA Carboxylase by Phosphorylation or the Inhibitor ND-654 Suppresses Lipogenesis and Hepatocellular Carcinoma. Cell Metab 2019; 29:174-182.e5. [PMID: 30244972 PMCID: PMC6643297 DOI: 10.1016/j.cmet.2018.08.020] [Citation(s) in RCA: 228] [Impact Index Per Article: 45.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/05/2017] [Revised: 03/12/2018] [Accepted: 08/22/2018] [Indexed: 12/16/2022]
Abstract
The incidence of hepatocellular carcinoma (HCC) is rapidly increasing due to the prevalence of obesity and non-alcoholic fatty liver disease, but the molecular triggers that initiate disease development are not fully understood. We demonstrate that mice with targeted loss-of-function point mutations within the AMP-activated protein kinase (AMPK) phosphorylation sites on acetyl-CoA carboxylase 1 (ACC1 Ser79Ala) and ACC2 (ACC2 Ser212Ala) have increased liver de novo lipogenesis (DNL) and liver lesions. The same mutation in ACC1 also increases DNL and proliferation in human liver cancer cells. Consistent with these findings, a novel, liver-specific ACC inhibitor (ND-654) that mimics the effects of ACC phosphorylation inhibits hepatic DNL and the development of HCC, improving survival of tumor-bearing rats when used alone and in combination with the multi-kinase inhibitor sorafenib. These studies highlight the importance of DNL and dysregulation of AMPK-mediated ACC phosphorylation in accelerating HCC and the potential of ACC inhibitors for treatment.
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Affiliation(s)
- James S V Lally
- Department of Medicine, McMaster University, 1280 Main Street West, Hamilton, ON L8S 4L8, Canada
| | - Sarani Ghoshal
- Divison of Surgical Oncology, Massachusetts General Hospital Cancer Center and Harvard Medical School, 55 Fruit Street, Boston, MA 02114, USA
| | - Danielle K DePeralta
- Divison of Surgical Oncology, Massachusetts General Hospital Cancer Center and Harvard Medical School, 55 Fruit Street, Boston, MA 02114, USA
| | - Omeed Moaven
- Divison of Surgical Oncology, Massachusetts General Hospital Cancer Center and Harvard Medical School, 55 Fruit Street, Boston, MA 02114, USA
| | - Lan Wei
- Divison of Surgical Oncology, Massachusetts General Hospital Cancer Center and Harvard Medical School, 55 Fruit Street, Boston, MA 02114, USA
| | - Ricard Masia
- Department of Pathology, Massachusetts General Hospital Cancer Center and Harvard Medical School, 55 Fruit Street, Boston, MA 02114, USA
| | - Derek J Erstad
- Divison of Surgical Oncology, Massachusetts General Hospital Cancer Center and Harvard Medical School, 55 Fruit Street, Boston, MA 02114, USA
| | - Naoto Fujiwara
- Liver Tumor Translational Research Program, Harold C. Simmons Comprehensive Cancer Center, Division of Digestive and Liver Diseases, Department of Internal Medicine, University of Texas Southwestern Medical Center, 5323 Harry Hines Boulevard, Dallas, TX 75390, USA
| | - Vivian Leong
- Department of Medicine, McMaster University, 1280 Main Street West, Hamilton, ON L8S 4L8, Canada
| | - Vanessa P Houde
- Department of Medicine, McMaster University, 1280 Main Street West, Hamilton, ON L8S 4L8, Canada; Department of Oncology, McMaster University, 1280 Main St. W., Hamilton, ON L8S 4L8, Canada
| | | | - Alice Wang
- Department of Medicine, McMaster University, 1280 Main Street West, Hamilton, ON L8S 4L8, Canada
| | - Lindsay A Broadfield
- Department of Medicine, McMaster University, 1280 Main Street West, Hamilton, ON L8S 4L8, Canada
| | - Rebecca J Ford
- Department of Medicine, McMaster University, 1280 Main Street West, Hamilton, ON L8S 4L8, Canada
| | - Robert A Foster
- Department of Pathobiology, Ontario Veterinary College, University of Guelph, Guelph, ON NIG 2W1, Canada
| | | | | | - Ting Wang
- Gilead Sciences, Foster City, CA 94404, USA
| | - Henry Liu
- Gilead Sciences, Foster City, CA 94404, USA
| | | | - Asish K Saha
- Department of Medicine and Physiology, School of Medicine, Endocrinology, Diabetes, and Nutrition, Boston University, Boston, MA 02118, USA
| | | | - Sathesh Bhat
- Schrodinger, 120 West 45th Street, New York, NY 10036, USA
| | | | - Wenyan Miao
- Nimbus Therapeutics, 30 Prospect Street, Cambridge, MA 02139, USA
| | | | | | - Paola Muti
- Department of Oncology, McMaster University, 1280 Main St. W., Hamilton, ON L8S 4L8, Canada
| | - Theodoros Tsakiridis
- Department of Oncology, McMaster University, 1280 Main St. W., Hamilton, ON L8S 4L8, Canada
| | - H James Harwood
- Nimbus Therapeutics, 30 Prospect Street, Cambridge, MA 02139, USA
| | - Rosana Kapeller
- Nimbus Therapeutics, 30 Prospect Street, Cambridge, MA 02139, USA
| | - Yujin Hoshida
- Liver Tumor Translational Research Program, Harold C. Simmons Comprehensive Cancer Center, Division of Digestive and Liver Diseases, Department of Internal Medicine, University of Texas Southwestern Medical Center, 5323 Harry Hines Boulevard, Dallas, TX 75390, USA
| | - Kenneth K Tanabe
- Divison of Surgical Oncology, Massachusetts General Hospital Cancer Center and Harvard Medical School, 55 Fruit Street, Boston, MA 02114, USA
| | - Gregory R Steinberg
- Department of Medicine, McMaster University, 1280 Main Street West, Hamilton, ON L8S 4L8, Canada; Department of Biochemistry and Biomedical Sciences, McMaster University, 1280 Main Street West, Hamilton, ON L8S 4L8, Canada.
| | - Bryan C Fuchs
- Divison of Surgical Oncology, Massachusetts General Hospital Cancer Center and Harvard Medical School, 55 Fruit Street, Boston, MA 02114, USA.
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26
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Augello G, Emma MR, Cusimano A, Azzolina A, Mongiovì S, Puleio R, Cassata G, Gulino A, Belmonte B, Gramignoli R, Strom SC, McCubrey JA, Montalto G, Cervello M. Targeting HSP90 with the small molecule inhibitor AUY922 (luminespib) as a treatment strategy against hepatocellular carcinoma. Int J Cancer 2018; 144:2613-2624. [DOI: 10.1002/ijc.31963] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2018] [Accepted: 10/24/2018] [Indexed: 12/24/2022]
Affiliation(s)
- Giuseppa Augello
- Institute of Biomedicine and Molecular Immunology “Alberto Monroy”National Research Council (CNR) Palermo Italy
| | - Maria Rita Emma
- Institute of Biomedicine and Molecular Immunology “Alberto Monroy”National Research Council (CNR) Palermo Italy
| | - Antonella Cusimano
- Institute of Biomedicine and Molecular Immunology “Alberto Monroy”National Research Council (CNR) Palermo Italy
| | - Antonina Azzolina
- Institute of Biomedicine and Molecular Immunology “Alberto Monroy”National Research Council (CNR) Palermo Italy
| | - Sarah Mongiovì
- Institute of Biomedicine and Molecular Immunology “Alberto Monroy”National Research Council (CNR) Palermo Italy
| | - Roberto Puleio
- Istituto Zooprofilattico Sperimentale della Sicilia “A. Mirri”Histopathology and Immunohistochemistry Laboratory Palermo Italy
| | - Giovanni Cassata
- Istituto Zooprofilattico Sperimentale della Sicilia “A. Mirri”Histopathology and Immunohistochemistry Laboratory Palermo Italy
| | - Alessandro Gulino
- Tumor Immunology Unit, Department of Health ScienceUniversity of Palermo Palermo Italy
| | - Beatrice Belmonte
- Tumor Immunology Unit, Department of Health ScienceUniversity of Palermo Palermo Italy
| | - Roberto Gramignoli
- Division of Pathology, Department of Laboratory MedicineKarolinska Institutet Stockholm Sweden
| | - Stephen C. Strom
- Division of Pathology, Department of Laboratory MedicineKarolinska Institutet Stockholm Sweden
| | - James A. McCubrey
- Department of Microbiology and ImmunologyBrody School of Medicine at East Carolina University Greenville North Carolina USA
| | - Giuseppe Montalto
- Institute of Biomedicine and Molecular Immunology “Alberto Monroy”National Research Council (CNR) Palermo Italy
- Biomedic Department of Internal Medicine and SpecialtiesUniversity of Palermo Palermo Italy
| | - Melchiorre Cervello
- Institute of Biomedicine and Molecular Immunology “Alberto Monroy”National Research Council (CNR) Palermo Italy
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27
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Liu X, Song X, Zhang J, Xu Z, Che L, Qiao Y, Ortiz Pedraza Y, Cigliano A, Pascale RM, Calvisi DF, Liu Y, Chen X. Focal adhesion kinase activation limits efficacy of Dasatinib in c-Myc driven hepatocellular carcinoma. Cancer Med 2018; 7:6170-6181. [PMID: 30370649 PMCID: PMC6308083 DOI: 10.1002/cam4.1777] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2018] [Revised: 08/18/2018] [Accepted: 08/20/2018] [Indexed: 12/19/2022] Open
Abstract
Hepatocellular carcinoma (HCC) is a deadly malignancy with limited treatment options. Recently, it was found that Dasatinib treatment led to synthetic lethality in c-Myc high-expressing human cancer cells due to inhibition of p-Lyn. Overexpression of c-Myc is frequently seen in human HCC. We investigated the sensitivity to Dasatinib in vitro using HCC cell lines and in vivo using c-Myc mouse HCC model. We found that HCC cell line responsiveness to Dasatinib varied significantly. However, there was no correlation between c-Myc expression and IC50 to Dasatinib. In c-Myc-induced HCC in mice, tumors continued to grow despite Dasatinib treatment, although the eventual tumor burden was lower in Dasatinib treatment cohort. Molecular analyses revealed that Dasatinib was effective in inhibiting p-Src, but not p-Lyn, in HCC. Importantly, we found that in HCC cell lines as well as c-Myc mouse HCC, Dasatinib treatment induced up regulation of activated/phosphorylated (p)-focal adhesion kinase(FAK). Concomitant treatment of HCC cell lines with Dasatinib and FAK inhibitor prevented Dasatinib-induced FAK activation, leading to stronger growth restraint. Altogether, our results suggest that Dasatinib may have limited efficacy as single agent for HCC treatment. Combined treatment with Dasatinib with FAK inhibitor might represent a novel therapeutic approach against HCC.
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Affiliation(s)
- Xianqiong Liu
- School of PharmacyHubei University of Chinese MedicineWuhanHubeiChina
- Department of Bioengineering and Therapeutic Sciences and Liver CenterUniversity of CaliforniaSan FranciscoCalifornia
| | - Xinhua Song
- Department of Bioengineering and Therapeutic Sciences and Liver CenterUniversity of CaliforniaSan FranciscoCalifornia
- Beijing Advanced Innovation Center for Food Nutrition and Human HealthCollege of Food Science and Nutritional EngineeringChina Agricultural UniversityBeijingChina
| | - Jie Zhang
- Department of Bioengineering and Therapeutic Sciences and Liver CenterUniversity of CaliforniaSan FranciscoCalifornia
- Department of Thoracic Oncology IIKey Laboratory of Carcinogenesis and Translational Research (Ministry of Education)Peking University Cancer Hospital & InstituteBeijingChina
| | - Zhong Xu
- Department of Bioengineering and Therapeutic Sciences and Liver CenterUniversity of CaliforniaSan FranciscoCalifornia
- Department of GastroenterologyGuizhou Provincial People's HospitalThe Affiliated People's Hospital of Guizhou Medical UniversityGuiyangGuizhouChina
| | - Li Che
- Department of Bioengineering and Therapeutic Sciences and Liver CenterUniversity of CaliforniaSan FranciscoCalifornia
| | - Yu Qiao
- Department of Bioengineering and Therapeutic Sciences and Liver CenterUniversity of CaliforniaSan FranciscoCalifornia
- Department of OncologyBeijing HospitalNational Center of GerontologyBeijingChina
| | - Yunuen Ortiz Pedraza
- Department of Bioengineering and Therapeutic Sciences and Liver CenterUniversity of CaliforniaSan FranciscoCalifornia
- Department of Health ScienceUniversidad Autonoma Metropolitana‐ItapalapaMexico CityMexico
| | | | - Rosa M. Pascale
- Department of Clinical and Experimental MedicineUniversity of SassariSassariItaly
| | - Diego F. Calvisi
- Institute of PathologyUniversity of GreifswaldGreifswaldGermany
- Department of Clinical and Experimental MedicineUniversity of SassariSassariItaly
| | - Yanju Liu
- School of PharmacyHubei University of Chinese MedicineWuhanHubeiChina
| | - Xin Chen
- School of PharmacyHubei University of Chinese MedicineWuhanHubeiChina
- Department of Bioengineering and Therapeutic Sciences and Liver CenterUniversity of CaliforniaSan FranciscoCalifornia
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28
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Zhu S, Hoshida Y. Molecular heterogeneity in hepatocellular carcinoma. Hepat Oncol 2018; 5:HEP10. [PMID: 30302198 PMCID: PMC6168045 DOI: 10.2217/hep-2018-0005] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2018] [Accepted: 07/17/2018] [Indexed: 02/06/2023] Open
Affiliation(s)
- Shijia Zhu
- Liver Tumor Translational Research Program, Harold C. Simmons Comprehensive Cancer Center, Division of Digestive and Liver Diseases, Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Yujin Hoshida
- Liver Tumor Translational Research Program, Harold C. Simmons Comprehensive Cancer Center, Division of Digestive and Liver Diseases, Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
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29
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Nwosu ZC, Battello N, Rothley M, Piorońska W, Sitek B, Ebert MP, Hofmann U, Sleeman J, Wölfl S, Meyer C, Megger DA, Dooley S. Liver cancer cell lines distinctly mimic the metabolic gene expression pattern of the corresponding human tumours. JOURNAL OF EXPERIMENTAL & CLINICAL CANCER RESEARCH : CR 2018; 37:211. [PMID: 30176945 PMCID: PMC6122702 DOI: 10.1186/s13046-018-0872-6] [Citation(s) in RCA: 90] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/22/2018] [Accepted: 07/31/2018] [Indexed: 02/06/2023]
Abstract
Background Although metabolism is profoundly altered in human liver cancer, the extent to which experimental models, e.g. cell lines, mimic those alterations is unresolved. Here, we aimed to determine the resemblance of hepatocellular carcinoma (HCC) cell lines to human liver tumours, specifically in the expression of deregulated metabolic targets in clinical tissue samples. Methods We compared the overall gene expression profile of poorly-differentiated (HLE, HLF, SNU-449) to well-differentiated (HUH7, HEPG2, HEP3B) HCC cell lines in three publicly available microarray datasets. Three thousand and eighty-five differentially expressed genes in ≥2 datasets (P < 0.05) were used for pathway enrichment and gene ontology (GO) analyses. Further, we compared the topmost gene expression, pathways, and GO from poorly differentiated cell lines to the pattern from four human HCC datasets (623 tumour tissues). In well- versus poorly differentiated cell lines, and in representative models HLE and HUH7 cells, we specifically assessed the expression pattern of 634 consistently deregulated metabolic genes in human HCC. These data were complemented by quantitative PCR, proteomics, metabolomics and assessment of response to thirteen metabolism-targeting compounds in HLE versus HUH7 cells. Results We found that poorly-differentiated HCC cells display upregulated MAPK/RAS/NFkB signaling, focal adhesion, and downregulated complement/coagulation cascade, PPAR-signaling, among pathway alterations seen in clinical tumour datasets. In HLE cells, 148 downregulated metabolic genes in liver tumours also showed low gene/protein expression – notably in fatty acid β-oxidation (e.g. ACAA1/2, ACADSB, HADH), urea cycle (e.g. CPS1, ARG1, ASL), molecule transport (e.g. SLC2A2, SLC7A1, SLC25A15/20), and amino acid metabolism (e.g. PHGDH, PSAT1, GOT1, GLUD1). In contrast, HUH7 cells showed a higher expression of 98 metabolic targets upregulated in tumours (e.g. HK2, PKM, PSPH, GLUL, ASNS, and fatty acid synthesis enzymes ACLY, FASN). Metabolomics revealed that the genomic portrait of HLE cells co-exist with profound reliance on glutamine to fuel tricarboxylic acid cycle, whereas HUH7 cells use both glucose and glutamine. Targeting glutamine pathway selectively suppressed the proliferation of HLE cells. Conclusions We report a yet unappreciated distinct expression pattern of clinically-relevant metabolic genes in HCC cell lines, which could enable the identification and therapeutic targeting of metabolic vulnerabilities at various liver cancer stages. Electronic supplementary material The online version of this article (10.1186/s13046-018-0872-6) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Zeribe C Nwosu
- Department of Medicine II, Molecular Hepatology Section, Medical Faculty Mannheim, Heidelberg University, Theodor-Kutzer-Ufer 1-3 (H42, Floor 4), 68167, Mannheim, Germany.,Molecular Hepatology Section, Medical Faculty Mannheim, Heidelberg University, Theodor-Kutzer-Ufer 1-3 (H42, Floor 4), 68167, Mannheim, Germany
| | - Nadia Battello
- Luxembourg Science Center, 50 rue Emile Mark, L-4620, Differdange, Luxembourg
| | - Melanie Rothley
- Institut für Toxikologie und Genetik, Campus Nord, Karlsruhe Institute for Technology (KIT), Postfach 3640, 76021, Karlsruhe, Germany.,Medical Faculty Mannheim, CBTM TRIDOMUS-Gebäude Haus C, University of Heidelberg, 68167, Mannheim, Germany
| | - Weronika Piorońska
- Department of Medicine II, Molecular Hepatology Section, Medical Faculty Mannheim, Heidelberg University, Theodor-Kutzer-Ufer 1-3 (H42, Floor 4), 68167, Mannheim, Germany.,Molecular Hepatology Section, Medical Faculty Mannheim, Heidelberg University, Theodor-Kutzer-Ufer 1-3 (H42, Floor 4), 68167, Mannheim, Germany
| | - Barbara Sitek
- Medizinisches Proteom-Center, Department of Clinical Proteomics, Ruhr-Universität Bochum, Bochum, Germany
| | - Matthias P Ebert
- Department of Medicine II, Molecular Hepatology Section, Medical Faculty Mannheim, Heidelberg University, Theodor-Kutzer-Ufer 1-3 (H42, Floor 4), 68167, Mannheim, Germany
| | - Ute Hofmann
- Dr. Margarete Fischer-Bosch Institute of Clinical Pharmacology and University of Tübingen, 70376, Stuttgart, Germany
| | - Jonathan Sleeman
- Institut für Toxikologie und Genetik, Campus Nord, Karlsruhe Institute for Technology (KIT), Postfach 3640, 76021, Karlsruhe, Germany.,Medical Faculty Mannheim, CBTM TRIDOMUS-Gebäude Haus C, University of Heidelberg, 68167, Mannheim, Germany
| | - Stefan Wölfl
- Institute of Pharmacy and Molecular Biotechnology, Im Neuenheimer Feld 364, University of Heidelberg, 69120, Heidelberg, Germany
| | - Christoph Meyer
- Department of Medicine II, Molecular Hepatology Section, Medical Faculty Mannheim, Heidelberg University, Theodor-Kutzer-Ufer 1-3 (H42, Floor 4), 68167, Mannheim, Germany.,Molecular Hepatology Section, Medical Faculty Mannheim, Heidelberg University, Theodor-Kutzer-Ufer 1-3 (H42, Floor 4), 68167, Mannheim, Germany
| | - Dominik A Megger
- Institut für Toxikologie und Genetik, Campus Nord, Karlsruhe Institute for Technology (KIT), Postfach 3640, 76021, Karlsruhe, Germany.,Institute of Virology, University Hospital, University Duisburg-Essen, Essen, Germany
| | - Steven Dooley
- Department of Medicine II, Molecular Hepatology Section, Medical Faculty Mannheim, Heidelberg University, Theodor-Kutzer-Ufer 1-3 (H42, Floor 4), 68167, Mannheim, Germany. .,Molecular Hepatology Section, Medical Faculty Mannheim, Heidelberg University, Theodor-Kutzer-Ufer 1-3 (H42, Floor 4), 68167, Mannheim, Germany.
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30
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Nishioka ST, Sato MM, Wong LL, Tiirikainen M, Kwee SA. Clinical and molecular sub-classification of hepatocellular carcinoma relative to alpha-fetoprotein level in an Asia-Pacific island cohort. ACTA ACUST UNITED AC 2018; 4. [PMID: 29376136 PMCID: PMC5786161 DOI: 10.20517/2394-5079.2017.46] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Aim Increased serum alpha-fetoprotein (AFP) levels are associated with
specific molecular sub-classes of hepatocellular carcinoma (HCC), supporting
AFP as a predictive or therapeutic biomarker for precision treatment of this
disease. Considering recent efforts to validate HCC molecular classification
systems across different populations, we applied existing signature-based
classification templates to Hawaii cohorts and examined whether associations
between HCC molecular sub-class, AFP levels, and clinical features found
elsewhere can also be found in Hawaii, a region with a unique demographic
and risk factor profile for HCC. Methods Whole-genome expression profiling was performed on HCC tumors
collected from 40 patients following partial hepatectomy. Tumors underwent
transcriptome-based categorization into 3 molecular sub-classes (S1, S2, and
S3). Patient groups based on molecular sub-class and AFP level were then
compared with regards to clinical features and survival. Differences
associated with AFP level and other clinical parameters were also examined
at the gene signature level by gene set enrichment analysis. Results Statistically confident (false discovery rate < 0.05)
sub-classifications were made in 98% (39/40) of tumors. Patient
sub-groups differed significantly with regards to serum AFP level, with
significantly lower levels in the S3 sub-group as compared to S1
(P = 0.048) and S2 (P = 0.010). Serum
AFP > 400 ng/mL predicted significant tumor enrichment for genes
corresponding to MYC target activation, high cell
proliferation, poor clinical prognosis, and the S2 sub-class. AFP >
400 ng/mL and non-S3 tumor classification were found to be significant
predictors of overall survival. Conclusion Distinct sub-classes of HCC associated with different molecular
features and survival outcomes can be detected with statistical confidence
in a Pacific Island cohort. Molecular classification signatures and other
predictive markers for HCC that are valid for all patient populations are
needed to support multi-center efforts to develop targeted therapies for
HCC.
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Affiliation(s)
| | - Miles M Sato
- The Queen's Medical Center, Honolulu, HI 96813, USA
| | - Linda L Wong
- Cancer Biology Program and Genomics Shared Resource, University of Hawaii Cancer Center, University of Hawaii, Honolulu, HI 96822, USA
| | - Maarit Tiirikainen
- Cancer Biology Program and Genomics Shared Resource, University of Hawaii Cancer Center, University of Hawaii, Honolulu, HI 96822, USA
| | - Sandi A Kwee
- The Queen's Medical Center, Honolulu, HI 96813, USA.,Cancer Biology Program and Genomics Shared Resource, University of Hawaii Cancer Center, University of Hawaii, Honolulu, HI 96822, USA.,Hamamatsu/Queen's PET Imaging Center, The Queen's Medical Center, Honolulu, HI 96813, USA
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31
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In vitro modeling of hepatocellular carcinoma molecular subtypes for anti-cancer drug assessment. Exp Mol Med 2018; 50:e419. [PMID: 29303513 PMCID: PMC5992986 DOI: 10.1038/emm.2017.164] [Citation(s) in RCA: 38] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2017] [Accepted: 05/11/2017] [Indexed: 12/21/2022] Open
Abstract
Tractable experimental model that accounts for inter-tumor molecular heterogeneity is a key element of anti-cancer drug development. Hepatocellular carcinoma is known to exhibit highly heterogeneous molecular aberrations across the tumors, including somatic genetic and epigenetic alterations. Previous studies showed that molecular tumor subtypes determined by transcriptome, as a comprehensive functional readout, are reproducibly observed across global patient populations irrespective of geographic and etiological variations. Here we demonstrate that transcriptomic hepatocellular carcinoma subtypes, S1 and S2, determined by our previous transcriptome meta-analysis of multiple clinical hepatocellular carcinoma cohorts, are presented in a panel of hepatoma cell lines widely used by the research community. Interestingly, cell line that resembles gene expression pattern of S3 subtype, representing less aggressive tumors, was not identified in the panel. MYC pathway-activated S2-like cell lines showed higher sensitivity to a small molecule BET bromodomain inhibitor, (+)-JQ1, which has anti-MYC activity. These results support the use of hepatoma cell lines as models to evaluate molecular subtype-specific drug response, which is expected to lead to development of tailored, precision care of the patients with hepatocellular carcinoma.
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32
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Yu L, Su R, Wang B, Zhang L, Zou Y, Zhang J, Gao L. Prediction of Novel Drugs for Hepatocellular Carcinoma Based on Multi-Source Random Walk. IEEE/ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS 2017; 14:966-977. [PMID: 27076463 DOI: 10.1109/tcbb.2016.2550453] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
Computational approaches for predicting drug-disease associations by integrating gene expression and biological network provide great insights to the complex relationships among drugs, targets, disease genes, and diseases at a system level. Hepatocellular carcinoma (HCC) is one of the most common malignant tumors with a high rate of morbidity and mortality. We provide an integrative framework to predict novel d rugs for HCC based on multi-source random walk (PD-MRW). Firstly, based on gene expression and protein interaction network, we construct a gene-gene weighted i nteraction network (GWIN). Then, based on multi-source random walk in GWIN, we build a drug-drug similarity network. Finally, based on the known drugs for HCC, we score all drugs in the drug-drug similarity network. The robustness of our predictions, their overlap with those reported in Comparative Toxicogenomics Database (CTD) and literatures, and their enriched KEGG pathway demonstrate our approach can effectively identify new drug indications. Specifically, regorafenib (Rank = 9 in top-20 list) is proven to be effective in Phase I and II clinical trials of HCC, and the Phase III trial is ongoing. And, it has 11 overlapping pathways with HCC with lower p-values. Focusing on a particular disease, we believe our approach is more accurate and possesses better scalability.
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33
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Anwar SL, Wahyono A, Aryandono T, Haryono SJ. Caveolin-1 in Breast Cancer: Single Molecule Regulation of Multiple Key Signaling Pathways. Asian Pac J Cancer Prev 2016; 16:6803-12. [PMID: 26514450 DOI: 10.7314/apjcp.2015.16.16.6803] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
Abstract
Caveolin-1 is a 22-kD trans-membrane protein enriched in particular plasma membrane invaginations known as caveolae. Cav-1 expression is often dysregulated in human breast cancers, being commonly upregulated in cancer cells and downregulated in stromal cells. As an intracellular scaffolding protein, Cav-1, is involved in several vital biological regulations including endocytosis, transcytosis, vesicular transport, and signaling pathways. Several pathways are modulated by Cav-1 including estrogen receptor, EGFR, Her2/neu, TGFβ, and mTOR and represent as major drivers in mammary carcinogenesis. Expression and role of Cav-1 in breast carcinogenesis is highly variable depending on the stage of tumor development as well as context of the cell. However, recent data have shown that downregulation of Cav-1 expression in stromal breast tumors is associated with frequent relapse, resistance to therapy, and poor outcome. Modification of Cav-1 expression for translational cancer therapy is particularly challenging since numerous signaling pathways might be affected. This review focuses on present understanding of Cav-1 in breast carcinogenesis and its potential role as a new biomarker for predicting therapeutic response and prognosis as well as new target for therapeutic manipulation.
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Affiliation(s)
- Sumadi Lukman Anwar
- Department of Surgery, Faculty of Medicine, Universitas Gadjah Mada, Yogyakarta, Indonesia E-mail :
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34
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Xu L, Tong X, Zhang S, Yin F, Li X, Wei H, Li C, Guo Y, Zhao J. ASPP2 suppresses stem cell-like characteristics and chemoresistance by inhibiting the Src/FAK/Snail axis in hepatocellular carcinoma. Tumour Biol 2016; 37:13669-13677. [PMID: 27473084 DOI: 10.1007/s13277-016-5246-0] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2016] [Accepted: 07/15/2016] [Indexed: 10/21/2022] Open
Abstract
Hepatocellular carcinoma (HCC) is the third leading cause of death in cancer patients worldwide. Understanding the molecular pathogenesis of HCC recurrence and chemoresistance is key to improving patients' prognosis. In this study, we report that downregulation of ASPP2, a member of the ankyrin-repeat-containing, SH3-domain-containing, and proline-rich-region-containing protein (ASPP) family, bestowed HCC cells with stem-like properties and resistance to chemotherapy, including the expansion of side population fractions, formation of hepatospheroids, expression of stem cell-associated genes, loss of chemosensitivity, and increased tumorigenicity in immunodeficient mice. An expression profiling assay revealed that ASPP2 specifically repressed focal adhesion kinase (FAK)/Src/extracellular signal regulated kinase (ERK) signaling. ASPP2 does this by physically interacting with C-terminal Src kinase (CSK) and stimulating its kinase activity, which eventually leads to activator protein 1 (AP1)-mediated downregulation of Snail expression. In addition, pharmacologic inhibition of Src attenuated the effects of ASPP2 deficiency. Our findings present functional and mechanistic insight into the critical role of ASPP2 in the inhibition of HCC stemness and drug resistance and may provide a new strategy for therapeutic combinations to treat HCC.
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Affiliation(s)
- Lu Xu
- School of Bioscience and Bioengineering, South China University of Technology, Guangzhou, China
| | - Xin Tong
- PLA General Hospital Cancer Center Key Lab, PLA Postgraduate School of Medicine, 28 Fuxing Road, Beijing, China.,Beijing Key Laboratory of Cell Engineering and Antibody, Beijing, China
| | - Sujie Zhang
- PLA General Hospital Cancer Center Key Lab, PLA Postgraduate School of Medicine, 28 Fuxing Road, Beijing, China.,Beijing Key Laboratory of Cell Engineering and Antibody, Beijing, China
| | - Fan Yin
- PLA General Hospital Cancer Center Key Lab, PLA Postgraduate School of Medicine, 28 Fuxing Road, Beijing, China.,Beijing Key Laboratory of Cell Engineering and Antibody, Beijing, China
| | - Xiaoyan Li
- PLA General Hospital Cancer Center Key Lab, PLA Postgraduate School of Medicine, 28 Fuxing Road, Beijing, China.,Beijing Key Laboratory of Cell Engineering and Antibody, Beijing, China
| | - Huafeng Wei
- PLA General Hospital Cancer Center Key Lab, PLA Postgraduate School of Medicine, 28 Fuxing Road, Beijing, China.,Beijing Key Laboratory of Cell Engineering and Antibody, Beijing, China
| | - Cheng Li
- PLA General Hospital Cancer Center Key Lab, PLA Postgraduate School of Medicine, 28 Fuxing Road, Beijing, China.,Beijing Key Laboratory of Cell Engineering and Antibody, Beijing, China
| | - Yajun Guo
- State Key Laboratory of Antibody Medicine and Targeting Therapy, Shanghai, China
| | - Jian Zhao
- PLA General Hospital Cancer Center Key Lab, PLA Postgraduate School of Medicine, 28 Fuxing Road, Beijing, China. .,Beijing Key Laboratory of Cell Engineering and Antibody, Beijing, China. .,International Joint Cancer Institute, The Second Military Medical University, 800 Xiang Yin Road, New Building 9th Floor, Shanghai, China.
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35
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Bermejo M, López-Huertas MR, García-Pérez J, Climent N, Descours B, Ambrosioni J, Mateos E, Rodríguez-Mora S, Rus-Bercial L, Benkirane M, Miró JM, Plana M, Alcamí J, Coiras M. Dasatinib inhibits HIV-1 replication through the interference of SAMHD1 phosphorylation in CD4+ T cells. Biochem Pharmacol 2016; 106:30-45. [PMID: 26851491 DOI: 10.1016/j.bcp.2016.02.002] [Citation(s) in RCA: 45] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2015] [Accepted: 02/02/2016] [Indexed: 02/07/2023]
Abstract
Massive activation of infected CD4+ T cells during acute HIV-1 infection leads to reservoir seeding and T-cell destruction. During T-cell activation, the antiviral effect of the innate factor SAMHD1 is neutralized through phosphorylation at T592, allowing HIV-1 infection. Dasatinib, a tyrosine kinase inhibitor currently used for treating chronic myeloid leukemia, has been described to control HIV-1 replication through its negative effect on T-cell proliferation and viral entry. We demonstrate that Dasatinib can actually interfere with SAMHD1 phosphorylation in human peripheral blood lymphocytes, preserving its antiviral activity against HIV-1. Dasatinib prevented SAMHD1 phosphorylation in vitro and ex vivo, impairing HIV-1 reverse transcription and proviral integration. This was the major mechanism of action because the presence of Vpx, which degrades SAMHD1, in HIV-1 virions impeded the inhibitory effect of Dasatinib on HIV-1 replication. In fact, infection with VSV-pseudotyped HIV-1 virions and fusion of BlaM-Vpr-containing HIV-1 viruses with activated PBMCs in the presence of Dasatinib suggested that Dasatinib was not acting at fusion level. Finally, PBMCs from patients on chronic treatment with Dasatinib showed a lower level of SAMHD1 phosphorylation in response to activating stimuli and low susceptibility to HIV-1 infection ex vivo. Consequently, Dasatinib is a compound currently used in clinic that preserves the antiviral function of SAMHD1. Using Dasatinib as adjuvant of antiretroviral therapy during early primary HIV-1 infection would contribute to reduce viral replication and spread, prevent reservoir seeding, and preserve CD4 counts and CTL responses. These events would create a more favorable virologic and immunologic environment for future interventional studies aiming at HIV-1 eradication.
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MESH Headings
- Adult
- Anti-HIV Agents/pharmacology
- Antineoplastic Agents/pharmacology
- CD4-Positive T-Lymphocytes/drug effects
- CD4-Positive T-Lymphocytes/enzymology
- CD4-Positive T-Lymphocytes/virology
- Cell Proliferation/drug effects
- Dasatinib/pharmacology
- Female
- Gene Expression Regulation
- HIV Infections/drug therapy
- HIV Infections/enzymology
- HIV Infections/genetics
- HIV Infections/virology
- HIV-1/drug effects
- HIV-1/genetics
- HIV-1/growth & development
- Host-Pathogen Interactions
- Humans
- Leukemia, Myelogenous, Chronic, BCR-ABL Positive/drug therapy
- Leukemia, Myelogenous, Chronic, BCR-ABL Positive/enzymology
- Leukemia, Myelogenous, Chronic, BCR-ABL Positive/genetics
- Leukemia, Myelogenous, Chronic, BCR-ABL Positive/pathology
- Lymphocyte Activation
- Male
- Monomeric GTP-Binding Proteins/antagonists & inhibitors
- Monomeric GTP-Binding Proteins/genetics
- Monomeric GTP-Binding Proteins/metabolism
- Phosphorylation/drug effects
- Protein Kinase Inhibitors/pharmacology
- SAM Domain and HD Domain-Containing Protein 1
- Signal Transduction
- Vesiculovirus/genetics
- Viral Fusion Proteins/genetics
- Viral Fusion Proteins/metabolism
- Virus Internalization/drug effects
- Virus Replication/drug effects
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Affiliation(s)
- Mercedes Bermejo
- AIDS Immunopathology Unit, National Center of Microbiology, Instituto de Salud Carlos III, Madrid, Spain
| | - María Rosa López-Huertas
- AIDS Immunopathology Unit, National Center of Microbiology, Instituto de Salud Carlos III, Madrid, Spain
| | - Javier García-Pérez
- AIDS Immunopathology Unit, National Center of Microbiology, Instituto de Salud Carlos III, Madrid, Spain
| | - Núria Climent
- Retrovirology and Viral Immunopathology Laboratory, AIDS Research Group, Institut d'Investigacions Biomèdiques August Pi I Sunyer (IDIBAPS), Hospital Clínic, University of Barcelona, Barcelona, Spain
| | - Benjamin Descours
- Laboratory of Molecular Virology, Institute of Human Genetics, Montpellier, France
| | - Juan Ambrosioni
- Infectious Diseases Service, AIDS Research Group, Institut d'Investigacions Biomèdiques August Pi I Sunyer (IDIBAPS), Hospital Clínic, University of Barcelona, Barcelona, Spain
| | - Elena Mateos
- AIDS Immunopathology Unit, National Center of Microbiology, Instituto de Salud Carlos III, Madrid, Spain
| | - Sara Rodríguez-Mora
- AIDS Immunopathology Unit, National Center of Microbiology, Instituto de Salud Carlos III, Madrid, Spain
| | - Lucía Rus-Bercial
- AIDS Immunopathology Unit, National Center of Microbiology, Instituto de Salud Carlos III, Madrid, Spain
| | - Monsef Benkirane
- Laboratory of Molecular Virology, Institute of Human Genetics, Montpellier, France
| | - José M Miró
- Infectious Diseases Service, AIDS Research Group, Institut d'Investigacions Biomèdiques August Pi I Sunyer (IDIBAPS), Hospital Clínic, University of Barcelona, Barcelona, Spain
| | - Montserrat Plana
- Retrovirology and Viral Immunopathology Laboratory, AIDS Research Group, Institut d'Investigacions Biomèdiques August Pi I Sunyer (IDIBAPS), Hospital Clínic, University of Barcelona, Barcelona, Spain
| | - José Alcamí
- AIDS Immunopathology Unit, National Center of Microbiology, Instituto de Salud Carlos III, Madrid, Spain
| | - Mayte Coiras
- AIDS Immunopathology Unit, National Center of Microbiology, Instituto de Salud Carlos III, Madrid, Spain.
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36
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Tan PS, Nakagawa S, Goossens N, Venkatesh A, Huang T, Ward SC, Sun X, Song WM, Koh A, Canasto-Chibuque C, Deshmukh M, Nair V, Mahajan M, Zhang B, Fiel MI, Kobayashi M, Kumada H, Hoshida Y. Clinicopathological indices to predict hepatocellular carcinoma molecular classification. Liver Int 2016; 36:108-18. [PMID: 26058462 PMCID: PMC4674393 DOI: 10.1111/liv.12889] [Citation(s) in RCA: 69] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/27/2015] [Accepted: 06/01/2015] [Indexed: 12/11/2022]
Abstract
BACKGROUND & AIMS Hepatocellular carcinoma (HCC) is the second most lethal cancer caused by lack of effective therapies. Although promising, HCC molecular classification, which enriches potential responders to specific therapies, has not yet been assessed in clinical trials of anti-HCC drugs. We aimed to overcome these challenges by developing clinicopathological surrogate indices of HCC molecular classification. METHODS Hepatocellular carcinoma classification defined in our previous transcriptome meta-analysis (S1, S2 and S3 subclasses) was implemented in an FDA-approved diagnostic platform (Elements assay, NanoString). Ninety-six HCC tumours (training set) were assayed to develop molecular subclass-predictive indices based on clinicopathological features, which were independently validated in 99 HCC tumours (validation set). Molecular deregulations associated with the histopathological features were determined by pathway analysis. Sample sizes for HCC clinical trials enriched with specific molecular subclasses were determined. RESULTS Hepatocellular carcinoma subclass-predictive indices were steatohepatitic (SH)-HCC variant and immune cell infiltrate for S1 subclass, macrotrabecular/compact pattern, lack of pseudoglandular pattern, and high serum alpha-foetoprotein (>400 ng/ml) for S2 subclass, and microtrabecular pattern, lack of SH-HCC and clear cell variants, and lower histological grade for S3 subclass. Macrotrabecular/compact pattern, a predictor of S2 subclass, was associated with the activation of therapeutically targetable oncogene YAP and stemness markers EPCAM/KRT19. BMP4 was associated with pseudoglandular pattern. Subclass-predictive indices-based patient enrichment reduced clinical trial sample sizes from 121, 184 and 53 to 30, 43 and 22 for S1, S2 and S3 subclass-targeting therapies respectively. CONCLUSIONS Hepatocellular carcinoma molecular subclasses can be enriched by clinicopathological indices tightly associated with deregulation of therapeutically targetable molecular pathways.
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Affiliation(s)
- Poh Seng Tan
- Division of Liver Diseases, Department of Medicine, Liver Cancer Program, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, U.S,Division of Gastroenterology and Hepatology, University Medicine Cluster, National University Health System, Singapore
| | - Shigeki Nakagawa
- Division of Liver Diseases, Department of Medicine, Liver Cancer Program, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, U.S
| | - Nicolas Goossens
- Division of Liver Diseases, Department of Medicine, Liver Cancer Program, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, U.S,Division of Gastroenterology and Hepatology, Geneva University Hospital, Switzerland
| | - Anu Venkatesh
- Division of Liver Diseases, Department of Medicine, Liver Cancer Program, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, U.S
| | - Tiangui Huang
- Department of Pathology, Icahn School of Medicine at Mount Sinai, New York, U.S
| | - Stephen C. Ward
- Department of Pathology, Icahn School of Medicine at Mount Sinai, New York, U.S
| | - Xiaochen Sun
- Division of Liver Diseases, Department of Medicine, Liver Cancer Program, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, U.S
| | - Won-Min Song
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, U.S
| | - Anna Koh
- Division of Liver Diseases, Department of Medicine, Liver Cancer Program, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, U.S
| | - Claudia Canasto-Chibuque
- Division of Liver Diseases, Department of Medicine, Liver Cancer Program, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, U.S
| | - Manjeet Deshmukh
- Division of Liver Diseases, Department of Medicine, Liver Cancer Program, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, U.S
| | - Venugopalan Nair
- Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, U.S
| | - Milind Mahajan
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, U.S
| | - Bin Zhang
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, U.S
| | - Maria Isabel Fiel
- Division of Gastroenterology and Hepatology, Geneva University Hospital, Switzerland
| | | | | | - Yujin Hoshida
- Division of Liver Diseases, Department of Medicine, Liver Cancer Program, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, U.S
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Goossens N, Sun X, Hoshida Y. Molecular classification of hepatocellular carcinoma: potential therapeutic implications. Hepat Oncol 2015; 2:371-379. [PMID: 26617981 PMCID: PMC4662420 DOI: 10.2217/hep.15.26] [Citation(s) in RCA: 77] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
Genomic profiling of hepatocellular carcinoma (HCC) tumors has elucidated recurrent molecular aberrations common or specific to disease etiology, patient race or geographic regions, allowing the classification of HCC tumors into subclasses sharing similar molecular and clinical characteristics. Previously reported transcriptome-based molecular subclasses have highlighted several common themes. Aggressive tumors are characterized by TP53 inactivation mutations and activation of pro-oncogenic signaling pathways, and further subclassified according to expression of stemness markers. The stemness marker-negative aggressive tumors display preferential TGF-β activation. Another group of less aggressive tumors contains a subclass characterized by CTNNB1 mutations accompanied with overexpression of liver-specific WNT targets such as GLUL. Molecular therapies selectively targeting features of the HCC subclasses have suggested their utility in enriching potential responders in clinical trials and guiding therapeutic decision-making for HCC patients.
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Affiliation(s)
- Nicolas Goossens
- Division of Liver Diseases, Department of Medicine, Liver Cancer Program, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, 1470 Madison Ave, PO Box 1123, New York, NY 10029, USA
- Division of Gastroenterology & Hepatology, Geneva University Hospital, Geneva, Switzerland
| | - Xiaochen Sun
- Division of Liver Diseases, Department of Medicine, Liver Cancer Program, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, 1470 Madison Ave, PO Box 1123, New York, NY 10029, USA
| | - Yujin Hoshida
- Division of Liver Diseases, Department of Medicine, Liver Cancer Program, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, 1470 Madison Ave, PO Box 1123, New York, NY 10029, USA
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38
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Schmidt B, Wei L, DePeralta DK, Hoshida Y, Tan PS, Sun X, Sventek JP, Lanuti M, Tanabe KK, Fuchs BC. Molecular subclasses of hepatocellular carcinoma predict sensitivity to fibroblast growth factor receptor inhibition. Int J Cancer 2015; 138:1494-505. [PMID: 26481559 DOI: 10.1002/ijc.29893] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2015] [Revised: 08/26/2015] [Accepted: 09/10/2015] [Indexed: 01/02/2023]
Abstract
A recent gene expression classification of hepatocellular carcinoma (HCC) includes a poor survival subclass termed S2 representing about one-third of all HCC in clinical series. S2 cells express E-cadherin and c-myc and secrete AFP. As the expression of fibroblast growth factor receptors (FGFRs) differs between S2 and non-S2 HCC, this study investigated whether molecular subclasses of HCC predict sensitivity to FGFR inhibition. S2 cell lines were significantly more sensitive (p < 0.001) to the FGFR inhibitors BGJ398 and AZD4547. BGJ398 decreased MAPK signaling in S2 but not in non-S2 cell lines. All cell lines expressed FGFR1 and FGFR2, but only S2 cell lines expressed FGFR3 and FGFR4. FGFR4 siRNA decreased proliferation by 44% or more in all five S2 cell lines (p < 0.05 for each cell line), a significantly greater decrease than seen with knockdown of FGFR1-3 with siRNA transfection. FGFR4 knockdown decreased MAPK signaling in S2 cell lines, but little effect was seen with knockdown of FGFR1-3. In conclusion, the S2 molecular subclass of HCC is sensitive to FGFR inhibition. FGFR4-MAPK signaling plays an important role in driving proliferation of a molecular subclass of HCC. This classification system may help to identify those patients who are most likely to benefit from inhibition of this pathway.
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Affiliation(s)
- Benjamin Schmidt
- Division of Surgical Oncology, Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, MA
| | - Lan Wei
- Division of Surgical Oncology, Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, MA
| | - Danielle K DePeralta
- Division of Surgical Oncology, Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, MA
| | - Yujin Hoshida
- Liver Cancer Program, Tisch Cancer Institute, Division of Liver Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Poh Seng Tan
- Liver Cancer Program, Tisch Cancer Institute, Division of Liver Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY.,Division of Gastroenterology and Hepatology, University Medicine Cluster, National University Health System, Singapore, Singapore
| | - Xiaochen Sun
- Liver Cancer Program, Tisch Cancer Institute, Division of Liver Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Janelle P Sventek
- Division of Surgical Oncology, Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, MA
| | - Michael Lanuti
- Division of Thoracic Surgery, Massachusetts General Hospital and Harvard Medical School, Boston, MA
| | - Kenneth K Tanabe
- Division of Surgical Oncology, Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, MA
| | - Bryan C Fuchs
- Division of Surgical Oncology, Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, MA
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Faltermeier C, Busuttil RW, Zarrinpar A. A Surgical Perspective on Targeted Therapy of Hepatocellular Carcinoma. Diseases 2015; 3:221-252. [PMID: 28943622 PMCID: PMC5548262 DOI: 10.3390/diseases3040221] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2015] [Revised: 09/15/2015] [Accepted: 09/21/2015] [Indexed: 12/12/2022] Open
Abstract
Hepatocellular carcinoma (HCC), the second leading cause of cancer deaths worldwide, is difficult to treat and highly lethal. Since HCC is predominantly diagnosed in patients with cirrhosis, treatment planning must consider both the severity of liver disease and tumor burden. To minimize the impact to the patient while treating the tumor, techniques have been developed to target HCC. Anatomical targeting by surgical resection or locoregional therapies is generally reserved for patients with preserved liver function and minimal to moderate tumor burden. Patients with decompensated cirrhosis and small tumors are optimal candidates for liver transplantation, which offers the best chance of long-term survival. Yet, only 20%-30% of patients have disease amenable to anatomical targeting. For the majority of patients with advanced HCC, chemotherapy is used to target the tumor biology. Despite these treatment options, the five-year survival of patients in the United States with HCC is only 16%. In this review we provide a comprehensive overview of current approaches to target HCC. We also discuss emerging diagnostic and prognostic biomarkers, novel therapeutic targets identified by recent genomic profiling studies, and potential applications of immunotherapy in the treatment of HCC.
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Affiliation(s)
- Claire Faltermeier
- Dumont-UCLA Transplant Center, Division of Liver and Pancreas Transplantation, Department of Surgery, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, CA 90095, USA.
| | - Ronald W Busuttil
- Dumont-UCLA Transplant Center, Division of Liver and Pancreas Transplantation, Department of Surgery, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, CA 90095, USA.
| | - Ali Zarrinpar
- Dumont-UCLA Transplant Center, Division of Liver and Pancreas Transplantation, Department of Surgery, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, CA 90095, USA.
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40
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Jung YR, Kim DH, Kim SR, An HJ, Lee EK, Tanaka T, Kim ND, Yokozawa T, Park JN, Chung HY. Anti-wrinkle effect of magnesium lithospermate B from Salvia miltiorrhiza BUNGE: inhibition of MMPs via NF-kB signaling. PLoS One 2014; 9:e102689. [PMID: 25099178 PMCID: PMC4123883 DOI: 10.1371/journal.pone.0102689] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2014] [Accepted: 06/23/2014] [Indexed: 01/15/2023] Open
Abstract
Skin is in direct contact with the environment and therefore undergoes aging as a consequence of environmentally induce damage. Wrinkle formation is a striking feature of intrinsic and photo-induced skin aging, which are both associated with oxidative stress and inflammatory response. The present study was undertaken to identify the mechanisms responsible for the anti-wrinkle effects of MLB, and thus, we investigated whether magnesium lithospermate B (MLB) from Salvia miltiorrhiza BUNGE associated with wrinkle formation caused by intrinsic and extrinsic skin aging using Sprague-Dawley rats aged 5 and 20 months and ultraviolet B (UVB)-irradiated human skin fibroblasts cells, respectively. The results obtained showed that the oral administration of MLB significantly upregulated the level of type I procollagen and downregulated the activities and expressions of matrix-metalloproteinases (MMPs) in rat skin. In fibroblasts, MLB suppressed the transactivation of nuclear factor-kB (NF-kB) and activator protein 1(AP-1), which are the two transcription factors responsible for MMP expression, by suppressing oxidative stress and the mitogen activated protein kinase (MAPK) pathway. Our results show that the antioxidant effect of MLB is due to the direct scavenging of reactive oxygen species (ROS) and its inhibitory effects on NF-kB-dependent inflammation genes, such as, cyclooxygenase-2 and inducible nitric oxide synthase. MLB was found to reverse both age- and UVB-related reductions in skin procollagen levels by suppressing the expressions and activities of NF-kB and AP-1-dependent MMPs by modulating ROS generation and the MAPK signaling pathway. We suggest that MLB potentially has anti-wrinkle and anti-skin aging effects.
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Affiliation(s)
- Yu Ri Jung
- Molecular Inflammation Research Center for Aging Intervention (MRCA), College of Pharmacy, Pusan National University, Busan, Republic of Korea
| | - Dae Hyun Kim
- Molecular Inflammation Research Center for Aging Intervention (MRCA), College of Pharmacy, Pusan National University, Busan, Republic of Korea
| | - So Ra Kim
- Molecular Inflammation Research Center for Aging Intervention (MRCA), College of Pharmacy, Pusan National University, Busan, Republic of Korea
| | - Hye Jin An
- Molecular Inflammation Research Center for Aging Intervention (MRCA), College of Pharmacy, Pusan National University, Busan, Republic of Korea
| | - Eun Kyeong Lee
- Molecular Inflammation Research Center for Aging Intervention (MRCA), College of Pharmacy, Pusan National University, Busan, Republic of Korea
| | - Takashi Tanaka
- Faculty of Pharmaceutical Sciences, Nagasaki University, Nagasaki, Japan
| | - Nam Deuk Kim
- Molecular Inflammation Research Center for Aging Intervention (MRCA), College of Pharmacy, Pusan National University, Busan, Republic of Korea
| | - Takako Yokozawa
- Graduate School of Science and Engineering for Research, University of Toyama, Toyama, Japan
| | | | - Hae Young Chung
- Molecular Inflammation Research Center for Aging Intervention (MRCA), College of Pharmacy, Pusan National University, Busan, Republic of Korea
- * E-mail:
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Zhong L, Fu XY, Zou C, Yang LL, Zhou S, Yang J, Tang Y, Cheng C, Li LL, Xiang R, Chen LJ, Chen YZ, Wei YQ, Yang SY. A preclinical evaluation of a novel multikinase inhibitor, SKLB-329, as a therapeutic agent against hepatocellular carcinoma. Int J Cancer 2014; 135:2972-83. [PMID: 24789676 DOI: 10.1002/ijc.28944] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2013] [Revised: 04/16/2014] [Accepted: 04/24/2014] [Indexed: 02/05/2023]
Abstract
Hepatocellular carcinoma (HCC) is a serious life-threatening malignant disease of liver. Molecular targeted therapies are considered a promising strategy for the treatment of HCC. Sorafenib is the first, and so far the only targeted drug approved by the US Food and Drug Administration (FDA) for clinical therapy of HCC. Despite being effective in some HCC patients, some demerits of sorafenib in the treatment of HCC, such as modest survival benefits, and drug resistance, have also been reported, which highlights the unmet medical need among patients with HCC. Here, we report a novel multikinase inhibitor discovered by us, SKLB-329, which potently inhibits angiogenesis-related kinases including VEGFR1/2/3, and FGFR2, and the Src kinase. SKLB-329 significantly inhibited endothelial cell growth, migration, invasion and tube formation. It showed potent anti-angiogenic activity in a transgenic zebrafish model. Moreover, SKLB-329 could efficiently restrain the proliferation of HCC cells through down-regulation of Src-mediated FAK and Stat3 activity. In vivo, oral administration of SKLB-329 considerably suppressed the tumor growth in HCC xenograft models (HepG2 and SMMC7721) in a dose-dependent manner. In all of the in vitro and in vivo assays of this investigation, sorafenib was used as a positive control, and in most assays SKLB-329 exhibited a higher potency compared with the positive control. In addition, SKLB-329 also bears favorable pharmacokinetic properties. Collectively, the results of preclinical studies presented here demonstrate that SKLB-329 is a promising drug candidate for HCC treatment.
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Affiliation(s)
- Lei Zhong
- State Key Laboratory of Biotherapy and Cancer Center, West China Hospital, West China Medical School, Sichuan University, Sichuan, China
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Yeh YT, Dai HY, Chien CY. Amplification of MPZL1/PZR gene in hepatocellular carcinoma. Hepatobiliary Surg Nutr 2014; 3:87-90. [PMID: 24812600 DOI: 10.3978/j.issn.2304-3881.2014.02.06] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/04/2013] [Accepted: 02/13/2014] [Indexed: 12/19/2022]
Abstract
Hepatocellular carcinoma (HCC) is the fifth leading cause of cancer mortality worldwide. It is noted that metastasis is a fundamental biological behavior of HCC and the main cause of treatment failure. The identification of somatic alterations and their specific inhibitors may contribute to reduce side effects and prolong patient survival in HCC. Chromosomal copy number alterations (CNAs) are important subclasses of somatic mutations and can be used as an effective method of identifying driver genes with causal roles in carcinogenesis. Jia et al. identified a novel recurrent focal amplicon, 1q24.1-24.2, targets the MPZL1 gene in HCC. They also found that MPZL1 may recruit the SHP-2 and subsequently activate/phosphorylate Src kinase at Tyr426, promoting phosphorylation of cortactin and migration of HCC cells. It is noted that phosphorylation of Tyr416 in the activation loop of the kinase domain up-regulates enzyme activity of Src. In addition, the active state of c-Src, p-Tyr416-c-Src, is an independent prognostic marker of poor patient survival in HCC. Therefore, c-Src signaling may be a druggable target and c-Src targeted therapy may improve patient outcome in this specific subtype of HCC patient with a gain of the recurrent focal amplicon, 1q24.1-24.2.
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Affiliation(s)
- Yao-Tsung Yeh
- 1 Department of Medical Laboratory Sciences and Biotechnology, Fooyin University, Kaohsiung, Taiwan ; 2 Department of Laboratory Medicine, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University College of Medicine, Kaohsiung, Taiwan
| | - Hong-Ying Dai
- 1 Department of Medical Laboratory Sciences and Biotechnology, Fooyin University, Kaohsiung, Taiwan ; 2 Department of Laboratory Medicine, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University College of Medicine, Kaohsiung, Taiwan
| | - Ching-Yen Chien
- 1 Department of Medical Laboratory Sciences and Biotechnology, Fooyin University, Kaohsiung, Taiwan ; 2 Department of Laboratory Medicine, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University College of Medicine, Kaohsiung, Taiwan
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Liu W, Li L, Li W. Gene co-expression analysis identifies common modules related to prognosis and drug resistance in cancer cell lines. Int J Cancer 2014; 135:2795-803. [PMID: 24771271 DOI: 10.1002/ijc.28935] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2014] [Revised: 04/12/2014] [Accepted: 04/16/2014] [Indexed: 11/08/2022]
Abstract
To discover a common gene co-expression network in cancer cell, we applied weighted gene co-expression network analysis to transcriptional profiles of 917 cancer cell lines. Fourteen biologically meaningful modules were identified, including cytoskeleton, cell cycle, RNA splicing, signaling pathway, transcription, translation and others. These modules were robust in an independent human cancer microarray dataset. Furthermore, we collected 11 independent cancer microarray datasets, and correlated these modules with clinical outcome. Most of these modules could predict patient survival in one or more cancer types. Some modules were predictive of relapse, metastasis and drug resistance. Novel regulatory mechanisms were also implicated. In summary, our findings, for the first time, provide a modular map for cancer cell lines, new targets for therapy and modules for regulatory mechanism of cancer development and drug resistance.
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Affiliation(s)
- Wei Liu
- Department of Pathology, Human Centrifuge Medical Training Center, Institute of Aviation Medicine of Chinese PLA Air Force, Beijing, China
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Deshmukh M, Hoshida Y. Genomic profiling of cell lines for personalized targeted therapy for hepatocellular carcinoma. Hepatology 2013; 58:2207. [PMID: 23519950 PMCID: PMC4004055 DOI: 10.1002/hep.26407] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/19/2013] [Accepted: 02/20/2013] [Indexed: 01/01/2023]
Affiliation(s)
- Manjeet Deshmukh
- Liver Cancer Program, Tisch Cancer Institute, Division of Liver Diseases, Department of Medicine; Icahn School of Medicine at Mount Sinai; New York NY
| | - Yujin Hoshida
- Liver Cancer Program, Tisch Cancer Institute, Division of Liver Diseases, Department of Medicine; Icahn School of Medicine at Mount Sinai; New York NY
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45
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Abstract
The first human liver transplant operation was performed by Thomas Starzl in 1963. The next two decades were marked by difficulties with donor organ quality, recipient selection, operative and perioperative management, immunosuppression and infectious complications. Advances in each of these areas transformed liver transplantation from an experimental procedure to a standard treatment for end-stage liver disease and certain cancers. From the handful of pioneering programmes, liver transplantation has expanded to hundreds of programmes in >80 countries. 1-year patient survival rates have exceeded 80% and outcomes continue to improve. This success has created obstacles. Ongoing challenges of liver transplantation include those concerning donor organ shortages, recipients with more advanced disease at transplant, growing need for retransplantation, toxicities and adverse effects associated with long-term immunosuppression, obesity and NASH epidemics, HCV recurrence and the still inscrutable biology of hepatocellular carcinoma. This Perspectives summarizes this transformation over time and details some of the challenges ahead.
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Affiliation(s)
- Ali Zarrinpar
- Ronald Reagan UCLA Medical Center, Division of Liver and Pancreas Transplantation, David Geffen School of Medicine at UCLA, 757 Westwood Plaza, Los Angeles, CA 90095-7054, USA
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