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Citations to this article

Met-regulated expression signature defines a subset of human hepatocellular carcinomas with poor prognosis and aggressive phenotype
Pal Kaposi-Novak, … , Valentina M. Factor, Snorri S. Thorgeirsson
Pal Kaposi-Novak, … , Valentina M. Factor, Snorri S. Thorgeirsson
Published June 1, 2006
Citation Information: J Clin Invest. 2006;116(6):1582-1595. https://doi.org/10.1172/JCI27236.
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Met-regulated expression signature defines a subset of human hepatocellular carcinomas with poor prognosis and aggressive phenotype

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Abstract

Identification of specific gene expression signatures characteristic of oncogenic pathways is an important step toward molecular classification of human malignancies. Aberrant activation of the Met signaling pathway is frequently associated with tumor progression and metastasis. In this study, we defined the Met-dependent gene expression signature using global gene expression profiling of WT and Met-deficient primary mouse hepatocytes. Newly identified transcriptional targets of the Met pathway included genes involved in the regulation of oxidative stress responses as well as cell motility, cytoskeletal organization, and angiogenesis. To assess the importance of a Met-regulated gene expression signature, a comparative functional genomic approach was applied to 242 human hepatocellular carcinomas (HCCs) and 7 metastatic liver lesions. Cluster analysis revealed that a subset of human HCCs and all liver metastases shared the Met-induced expression signature. Furthermore, the presence of the Met signature showed significant correlation with increased vascular invasion rate and microvessel density as well as with decreased mean survival time of HCC patients. We conclude that the genetically defined gene expression signatures in combination with comparative functional genomics constitute an attractive paradigm for defining both the function of oncogenic pathways and the clinically relevant subgroups of human cancers.

Authors

Pal Kaposi-Novak, Ju-Seog Lee, Luis Gòmez-Quiroz, Cédric Coulouarn, Valentina M. Factor, Snorri S. Thorgeirsson

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Y Wang, FH Shek, KF Wong, LX Liu, XQ Zhang, Y Yuan, E Khin, MY Hu, JH Wang, RT Poon, W Hong, NP Lee, JM Luk
PloS one 2013
Targeted therapies in the treatment of advanced hepatocellular carcinoma
Z Wei, C Doria, Y Liu
Clinical Medicine Insights. Oncology 2013
Epigenetic upregulation of HGF and c-Met drives metastasis in hepatocellular carcinoma
OO Ogunwobi, W Puszyk, HJ Dong, C Liu
PloS one 2013
MACC1 as a prognostic biomarker for early-stage and AFP-normal hepatocellular carcinoma
C Xie, J Wu, J Yun, J Lai, Y Yuan, Z Gao, M Li, J Li, L Song
PloS one 2013
Met is the most frequently amplified gene in endometriosis-associated ovarian clear cell adenocarcinoma and correlates with worsened prognosis
Y Yamashita, S Akatsuka, K Shinjo, Y Yatabe, H Kobayashi, H Seko, H Kajiyama, F Kikkawa, T Takahashi, S Toyokuni
PloS one 2013
Biphasic Regulation of the NADPH Oxidase by HGF/c-Met Signaling Pathway in Primary Mouse Hepatocytes
D Clavijo-Cornejo, C Enriquez-Cortina, A López-Reyes, M Domínguez-Pérez, N Nuño, M Domínguez-Meraz, L Bucio, V Souza, VM Factor, SS Thorgeirsson, MC Gutiérrez-Ruiz, LE Gómez-Quiroz
Biochimie 2013
Development of Tivantinib as Treatment for Hepatocellular Carcinoma
J Au, C Frenette
Journal of Clinical and Translational Hepatology 2013
Targeting the HGF/c-MET Pathway in Hepatocellular Carcinoma
L Goyal, MD Muzumdar, AX Zhu
Clinical cancer research 2013
Interplay Between HGF/SF–Met-Ras Signaling, Tumor Metabolism and Blood Flow as a Potential Target for Breast Cancer Therapy
Natan S, Tsarfaty G, Horev J, Haklai R, Kloog Y, Tsarfaty I
Oncoscience 2013
Molecular determinants of outcome in sorafenib-treated patients with hepatocellular carcinoma.
Personeni N, Rimassa L, Pressiani T, Destro A, Ligorio C, Tronconi MC, Bozzarelli S, Carnaghi C, Di Tommaso L, Giordano L, Roncalli M, Santoro A
Journal of Cancer Research and Clinical Oncology 2013
Emerging Signaling Pathways in Hepatocellular Carcinoma
A Moeini, H Cornellà, A Villanueva
Liver Cancer 2012
The Metabolic Profile of Tumors Depends on Both the Responsible Genetic Lesion and Tissue Type
MO Yuneva, TW Fan, TD Allen, RM Higashi, DV Ferraris, T Tsukamoto, JM Matés, FJ Alonso, C Wang, Y Seo, X Chen, JM Bishop
Cell Metabolism 2012
An expression signature of phenotypic resistance to hepatocellular carcinoma identified by cross-species gene expression analysis
M Frau, MM Simile, ML Tomasi, MI Demartis, L Daino, MA Seddaiu, S Brozzetti, CF Feo, G Massarelli, G Solinas, F Feo, JS Lee, RM Pascale
Cellular Oncology 2012
Hedgehog signaling pathway mediates invasion and metastasis of hepatocellular carcinoma via ERK pathway
J Lu, W Zhao, W He, W Wei
Acta Pharmacologica Sinica 2012
Heparin Inhibits Hepatocyte Growth Factor Induced Motility and Invasion of Hepatocellular Carcinoma Cells through Early Growth Response Protein 1
E Ozen, A Gozukizil, E Erdal, A Uren, DP Bottaro, N Atabey
PloS one 2012
Notch Signaling Is Activated in Human Hepatocellular Carcinoma and Induces Tumor Formation in Mice
A Villanueva, C Alsinet, K Yanger, Y Hoshida, Y Zong, S Toffanin, L Rodriguez–Carunchio, M Solé, S Thung, BZ Stanger, JM Llovet
Gastroenterology 2012
Gene expression profiling of HGF/Met activation in neonatal mouse heart
S Gatti, C Leo, S Gallo, V Sala, E Bucci, M Natale, D Cantarella, E Medico, T Crepaldi
Transgenic Research 2012
Molecular epidemiology of hepatocellular carcinoma
Y Hoshida
Clinical Liver Disease 2012
Common Fragile Sites: Genomic Hotspots of DNA Damage and Carcinogenesis
K Ma, L Qiu, K Mrasek, J Zhang, T Liehr, LG Quintana, Z Li
International journal of molecular sciences 2012
Molecular characterisation of cell line models for triple-negative breast cancers
A Grigoriadis, A Mackay, E Noel, PJ Wu, R Natrajan, J Frankum, JS Reis-Filho, A Tutt
BMC Genomics 2012
Met kinetic signature derived from the response to HGF/SF in a cellular model predicts breast cancer patient survival
GY Stein, N Yosef, H Reichman, J Horev, A Laser-Azogui, A Berens, J Resau, E Ruppin, R Sharan, I Tsarfaty
PloS one 2012
Cooperative interaction of MUC1 with the HGF/c-Met pathway during hepatocarcinogenesis
G Bozkaya, P Korhan, M Cokaklı, E Erdal, O Sağol, S Karademir, C Korch, N Atabey
Molecular Cancer 2012
Loss of c-Met accelerates development of liver fibrosis in response to CCl(4) exposure through deregulation of multiple molecular pathways
JU Marquardt, D Seo, LE Gómez-Quiroz, K Uchida, MC Gillen, M Kitade, P Kaposi-Novak, EA Conner, VM Factor, SS Thorgeirsson
Biochimica et Biophysica Acta 2012
Down-regulation of CMTM8 induces epithelial-to-mesenchymal transition-like changes via c-MET/extracellular signal-regulated kinase (ERK) signaling
W Zhang, MC Mendoza, X Pei, D Ilter, SJ Mahoney, Y Zhang, D Ma, J Blenis, Y Wang
The Journal of biological chemistry 2012
Hepatocyte–Stellate Cell Cross-Talk in the Liver Engenders a Permissive Inflammatory Microenvironment That Drives Progression in Hepatocellular Carcinoma
C Coulouarn, A Corlu, D Glaise, I Guénon, SS Thorgeirsson, B Clément
Cancer research 2012
Targeted therapy for hepatocellular carcinoma: novel agents on the horizon.
Cervello M, McCubrey JA, Cusimano A, Lampiasi N, Azzolina A, Montalto G
Oncotarget 2012
Clinical impact of c-Met expression and its gene amplification in hepatocellular carcinoma.
Kondo S, Ojima H, Tsuda H, Hashimoto J, Morizane C, Ikeda M, Ueno H, Tamura K, Shimada K, Kanai Y, Okusaka T
International Journal of Clinical Oncology 2012
Management of hepatocellular carcinoma: beyond sorafenib.
Chan SL, Mok T, Ma BB
Current Oncology Reports 2012
Involvement of discoidin domain 1 receptor in recurrence of hepatocellular carcinoma by genome-wide analysis.
Jian ZX, Sun J, Chen W, Jin HS, Zheng JH, Wu YL
Medical Oncology 2012
Knockdown of MACC1 expression suppressed hepatocellular carcinoma cell migration and invasion and inhibited expression of MMP2 and MMP9.
Gao J, Ding F, Liu Q, Yao Y
Molecular and Cellular Biochemistry 2012
Novel therapy for myocardial infarction: can HGF/Met be beneficial?
V Sala, T Crepaldi
Cellular and Molecular Life Sciences 2011
Coactivation of AKT and β-Catenin in Mice Rapidly Induces Formation of Lipogenic Liver Tumors
JK Stauffer, AJ Scarzello, JB Andersen, RL Kluyver, TC Back, JM Weiss, SS Thorgeirsson, RH Wiltrout
Cancer research 2011
Loss of runt-related transcription factor 3 expression leads hepatocellular carcinoma cells to escape apoptosis
Y Nakanishi, H Shiraha, S Nishina, S Tanaka, M Matsubara, S Horiguchi, M Iwamuro, N Takaoka, M Uemura, K Kuwaki, H Hagihara, J Toshimori, H Ohnishi, A Takaki, S Nakamura, Y Kobayashi, K Nouso, T Yagi, K Yamamoto
BMC Cancer 2011
Exploring genomic profiles of hepatocellular carcinoma
HG Woo, ES Park, SS Thorgeirsson, YJ Kim
Molecular Carcinogenesis 2011
MicroRNA-Based Classification of Hepatocellular Carcinoma and Oncogenic Role of miR-517a
S Toffanin, Y Hoshida, A Lachenmayer, A Villanueva, L Cabellos, B Minguez, R Savic, SC Ward, S Thung, DY Chiang, C Alsinet, V Tovar, S Roayaie, M Schwartz, J Bruix, S Waxman, SL Friedman, T Golub, V Mazzaferro, JM Llovet
Gastroenterology 2011
Abl interconnects oncogenic Met and p53 core pathways in cancer cells
A Furlan, V Stagni, A Hussain, S Richelme, F Conti, A Prodosmo, A Destro, M Roncalli, D Barilà, F Maina
Cell Death and Differentiation 2011
Tissue biomarkers as predictors of outcome and selection of transplant candidates with hepatocellular carcinoma
JM Llovet, V Paradis, M Kudo, J Zucman-Rossi
Liver Transplantation 2011
Identification of MACC1 as a novel prognostic marker in hepatocellular carcinoma
J Qiu, P Huang, Q Liu, J Hong, B Li, C Lu, L Wang, J Wang, Y Yuan
Journal of Translational Medicine 2011
The Role of MicroRNAs in Human Liver Cancers
C Braconi, JC Henry, T Kogure, T Schmittgen, T Patel
Seminars in Oncology 2011
Indole-3-carbinol synergistically sensitises ovarian cancer cells to bortezomib treatment
B Taylor-Harding, H Agadjanian, H Nassanian, S Kwon, X Guo, C Miller, BY Karlan, S Orsulic, CS Walsh
British Journal of Cancer 2011
c-Met represents a potential therapeutic target for personalized treatment in Hepatocellular carcinoma
H You, W Ding, H Dang, Y Jiang, CB Rountree
Hepatology 2011
Combining Clinical, Pathology, and Gene Expression Data to Predict Recurrence of Hepatocellular Carcinoma
A Villanueva, Y Hoshida, C Battiston, V Tovar, D Sia, C Alsinet, H Cornella, A Liberzon, M Kobayashi, H Kumada, SN Thung, J Bruix, P Newell, C April, JB Fan, S Roayaie, V Mazzaferro, ME Schwartz, JM Llovet
Gastroenterology 2011
Gene Signatures Derived from a c-MET-Driven Liver Cancer Mouse Model Predict Survival of Patients with Hepatocellular Carcinoma
I Ivanovska, C Zhang, AM Liu, KF Wong, NP Lee, P Lewis, U Philippar, D Bansal, C Buser, M Scott, M Mao, RT Poon, ST Fan, MA Cleary, JM Luk, H Dai
PloS one 2011
Dysregulation of Wnt/β-catenin Signaling in Gastrointestinal Cancers
BD White, AJ Chien, DW Dawson
Gastroenterology 2011
Cancer gene discovery in hepatocellular carcinoma
L Zender, A Villanueva, V Tovar, D Sia, DY Chiang, JM Llovet
Journal of Hepatology 2010
Microarray-based gene expression analysis of hepatocellular carcinoma
T Maass, I Sfakianakis, F Staib, M Krupp, PR Galle, A Teufel
Current genomics 2010
Heading down the wrong pathway: on the influence of correlation within gene sets
DM Gatti, WT Barry, AB Nobel, I Rusyn, FA Wright
BMC Genomics 2010
Comparative functional genomics analysis of NNK tobacco-carcinogen induced lung adenocarcinoma development in Gprc5a-knockout mice
J Fujimoto, H Kadara, T Men, C Pelt, D Lotan, R Lotan
PloS one 2010
Synergistic role of Sprouty2 inactivation and c-Met up-regulation in mouse and human hepatocarcinogenesis
SA Lee, S Ladu, M Evert, F Dombrowski, VD Murtas, X Chen, DF Calvisi
Hepatology 2010
Gene expression in nontumoral liver tissue and recurrence-free survival in hepatitis C virus-positive hepatocellular carcinoma
M Tsuchiya, JS Parker, H Kono, M Matsuda, H Fujii, I Rusyn
Molecular Cancer 2010
Silencing of RON receptor signaling promotes apoptosis and gemcitabine sensitivity in pancreatic cancers
J Logan-Collins, RM Thomas, P Yu, D Jaquish, E Mose, R French, W Stuart, R McClaine, B Aronow, RM Hoffman, SE Waltz, AM Lowy
Cancer research 2010
Hepatocellular Carcinoma: Novel Molecular Approaches for Diagnosis, Prognosis, and Therapy
A Villanueva, B Minguez, A Forner, M Reig, JM Llovet
Annual Review of Medicine 2010
miR-199a-3p targets CD44 and reduces proliferation of CD44 positive hepatocellular carcinoma cell lines
JC Henry, JK Park, J Jiang, JH Kim, DM Nagorney, LR Roberts, S Banerjee, TD Schmittgen
Biochemical and Biophysical Research Communications 2010
Experimentally Derived Metastasis Gene Expression Profile Predicts Recurrence and Death in Patients With Colon Cancer
JJ Smith, NG Deane, F Wu, NB Merchant, B Zhang, A Jiang, P Lu, JC Johnson, C Schmidt, CE Bailey, S Eschrich, C Kis, S Levy, MK Washington, MJ Heslin, RJ Coffey, TJ Yeatman, Y Shyr, RD Beauchamp
Gastroenterology 2010
Molecular classification and novel targets in hepatocellular carcinoma: recent advancements
Y Hoshida, S Toffanin, A Lachenmayer, A Villanueva, B Minguez, JM Llovet
Seminars in liver disease 2010
Diet-induced hepatocellular carcinoma in genetically predisposed mice
AE Hill-Baskin, MM Markiewski, DA Buchner, H Shao, D DeSantis, G Hsiao, S Subramaniam, NA Berger, C Croniger, JD Lambris, JH Nadeau
Human Molecular Genetics 2009
Loss of miR-122 expression in liver cancer correlates with suppression of the hepatic phenotype and gain of metastatic properties
C Coulouarn, VM Factor, JB Andersen, ME Durkin, SS Thorgeirsson
Oncogene 2009
Met induces mammary tumors with diverse histologies and is associated with poor outcome and human basal breast cancer
MG Ponzo, R Lesurf, S Petkiewicz, FP O'Malley, D Pinnaduwage, IL Andrulis, SB Bull, N Chughtai, D Zuo, M Souleimanova, D Germain, A Omeroglu, RD Cardiff, M Hallett, M Park
Proceedings of the National Academy of Sciences 2009
Pulmonary surfactant: an immunological perspective
ZC Chroneos, Z Sever-Chroneos, VL Shepherd
Cellular physiology and biochemistry : international journal of experimental cellular physiology, biochemistry, and pharmacology 2009
Tumor and liver determinants of prognosis in unresectable hepatocellular carcinoma: a large case cohort study
BI Carr, P Pancoska, RA Branch
Hepatology International 2009
A novel multipurpose monoclonal antibody for evaluating human c-Met expression in preclinical and clinical settings
BS Knudsen, P Zhao, J Resau, S Cottingham, E Gherardi, E Xu, B Berghuis, J Daugherty, T Grabinski, J Toro, T Giambernardi, RS Skinner, M Gross, E Hudson, E Kort, E Lengyel, A Ventura, RA West, Q Xie, R Hay, GV Woude, B Cao
Applied immunohistochemistry & molecular morphology : AIMM / official publication of the Society for Applied Immunohistochemistry 2009
Genetically modified animal models recapitulating molecular events altered in human hepatocarcinogenesis
A Sánchez, I Fabregat
Clinical and Translational Oncology 2009
Targeting Cadherin-17 Inactivates Wnt Signaling and Inhibits Tumor Growth in Liver Carcinoma
LX Liu, NP Lee, VW Chan, W Xue, L Zender, C Zhang, M Mao, H Dai, XL Wang, MZ Xu, TK Lee, IO Ng, Y Chen, H Kung, SW Lowe, RT Poon, JH Wang, JM Luk
Hepatology 2009
Integrative transcriptome analysis reveals common molecular subclasses of human hepatocellular carcinoma
Y Hoshida, SM Nijman, M Kobayashi, JA Chan, JP Brunet, DY Chiang, A Villanueva, P Newell, K Ikeda, M Hashimoto, G Watanabe, S Gabriel, SL Friedman, H Kumada, JM Llovet, TR Golub
Cancer research 2009
Central Role of c-Myc during Malignant Conversion in Human Hepatocarcinogenesis
P Kaposi-Novak, L Libbrecht, HG Woo, YH Lee, NC Sears, EA Conner, VM Factor, T Roskams, SS Thorgeirsson
Cancer research 2009
Transforming growth factor-beta gene expression signature in mouse hepatocytes predicts clinical outcome in human cancer
C Coulouarn, VM Factor, SS Thorgeirsson
Hepatology 2008
Hepatocyte-specific c-Met deletion disrupts redox homeostasis and sensitizes to Fas-mediated apoptosis
LE Gómez-Quiroz, VM Factor, P Kaposi-Novak, C Coulouarn, EA Conner, SS Thorgeirsson
The Journal of biological chemistry 2008
Alpha-fetoprotein, stem cells and cancer: how study of the production of alpha-fetoprotein during chemical hepatocarcinogenesis led to reaffirmation of the stem cell theory of cancer
S Sell
Tumour biology : the journal of the International Society for Oncodevelopmental Biology and Medicine 2008
Methylation mediated silencing of MicroRNA-1 gene and its role in hepatocellular carcinogenesis
J Datta, H Kutay, MW Nasser, GJ Nuovo, B Wang, S Majumder, CG Liu, S Volinia, CM Croce, TD Schmittgen, K Ghoshal, ST Jacob
Cancer research 2008
Down-regulation of micro-RNA-1 (miR-1) in lung cancer. Suppression of tumorigenic property of lung cancer cells and their sensitization to doxorubicin-induced apoptosis by miR-1
MW Nasser, J Datta, G Nuovo, H Kutay, T Motiwala, S Majumder, B Wang, S Suster, ST Jacob, K Ghoshal
The Journal of biological chemistry 2008
Deletion of the Met tyrosine kinase in liver progenitor oval cells increases sensitivity to apoptosis in vitro
G Castillo, VM Factor, M Fernández, A Alvarez-Barrientos, I Fabregat, SS Thorgeirsson, A Sánchez
The American Journal of Pathology 2008
Protein expression profiling of vascular endothelial growth factor and its receptors identifies subclasses of hepatocellular carcinoma and predicts survival
JB Jia, PY Zhuang, HC Sun, JB Zhang, W Zhang, XD Zhu, YQ Xiong, HX Xu, ZY Tang
Journal of Cancer Research and Clinical Oncology 2008
MicroRNA involvement in hepatocellular carcinoma
L Gramantieri, F Fornari, E Callegari, S Sabbioni, G Lanza, CM Croce, L Bolondi, M Negrini
Journal of Cellular and Molecular Medicine 2008
Role of Cyclin D1 as a Mediator of c-Met– and β-Catenin–Induced Hepatocarcinogenesis
MA Patil, SA Lee, E Macias, ET Lam, C Xu, KD Jones, C Ho, M Rodriguez-Puebla, X Chen
Cancer research 2008
A selective small molecule inhibitor of c-Met, PHA-665752, reverses lung premalignancy induced by mutant K-ras
Y Yang, M Wislez, N Fujimoto, L Prudkin, JG Izzo, F Uno, L Ji, AE Hanna, RR Langley, D Liu, FM Johnson, I Wistuba, JM Kurie
Molecular cancer therapeutics 2008
Mechanisms of action and resistance of somatostatin analogues for the treatment of hepatocellular carcinoma: a message not well taken.
Samonakis DN, Notas G, Christodoulakis N, Kouroumalis EA
Digestive Diseases and Sciences 2008
Translational microarray systems for outcome prediction of hepatocellular carcinoma
Iizuka N, Hamamoto Y, Tsunedomi R, Oka M
Cancer Science 2008
A latent variable approach for meta-analysis of gene expression data from multiple microarray experiments
H Choi, R Shen, AM Chinnaiyan, D Ghosh
BMC bioinformatics 2007
The H19 non-coding RNA is essential for human tumor growth
IJ Matouk, N DeGroot, S Mezan, S Ayesh, R Abu-lail, A Hochberg, E Galun
PloS one 2007
Distinct pathways of genomic progression to benign and malignant tumors of the liver
AD Tward, KD Jones, S Yant, ST Cheung, ST Fan, X Chen, MA Kay, R Wang, JM Bishop
Proceedings of the National Academy of Sciences 2007
Hepatocyte growth factor and the hepatocyte growth factor receptor signalling complex as targets in cancer therapies
Jiang WG
Current Oncology 2007

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