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.
Pal Kaposi-Novak, Ju-Seog Lee, Luis Gòmez-Quiroz, Cédric Coulouarn, Valentina M. Factor, Snorri S. Thorgeirsson
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Clinical cancer research | 2013 |
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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 |