Literature DB >> 19723656

Integrative transcriptome analysis reveals common molecular subclasses of human hepatocellular carcinoma.

Yujin Hoshida1, Sebastian M B Nijman, Masahiro Kobayashi, Jennifer A Chan, Jean-Philippe Brunet, Derek Y Chiang, Augusto Villanueva, Philippa Newell, Kenji Ikeda, Masaji Hashimoto, Goro Watanabe, Stacey Gabriel, Scott L Friedman, Hiromitsu Kumada, Josep M Llovet, Todd R Golub.   

Abstract

Hepatocellular carcinoma (HCC) is a highly heterogeneous disease, and prior attempts to develop genomic-based classification for HCC have yielded highly divergent results, indicating difficulty in identifying unified molecular anatomy. We performed a meta-analysis of gene expression profiles in data sets from eight independent patient cohorts across the world. In addition, aiming to establish the real world applicability of a classification system, we profiled 118 formalin-fixed, paraffin-embedded tissues from an additional patient cohort. A total of 603 patients were analyzed, representing the major etiologies of HCC (hepatitis B and C) collected from Western and Eastern countries. We observed three robust HCC subclasses (termed S1, S2, and S3), each correlated with clinical parameters such as tumor size, extent of cellular differentiation, and serum alpha-fetoprotein levels. An analysis of the components of the signatures indicated that S1 reflected aberrant activation of the WNT signaling pathway, S2 was characterized by proliferation as well as MYC and AKT activation, and S3 was associated with hepatocyte differentiation. Functional studies indicated that the WNT pathway activation signature characteristic of S1 tumors was not simply the result of beta-catenin mutation but rather was the result of transforming growth factor-beta activation, thus representing a new mechanism of WNT pathway activation in HCC. These experiments establish the first consensus classification framework for HCC based on gene expression profiles and highlight the power of integrating multiple data sets to define a robust molecular taxonomy of the disease.

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Year:  2009        PMID: 19723656      PMCID: PMC3549578          DOI: 10.1158/0008-5472.CAN-09-1089

Source DB:  PubMed          Journal:  Cancer Res        ISSN: 0008-5472            Impact factor:   12.701


  38 in total

1.  A versatile assay for high-throughput gene expression profiling on universal array matrices.

Authors:  Jian-Bing Fan; Joanne M Yeakley; Marina Bibikova; Eugene Chudin; Eliza Wickham; Jing Chen; Dennis Doucet; Philippe Rigault; Baohong Zhang; Richard Shen; Celeste McBride; Hai-Ri Li; Xiang-Dong Fu; Arnold Oliphant; David L Barker; Mark S Chee
Journal:  Genome Res       Date:  2004-05       Impact factor: 9.043

2.  Metagenes and molecular pattern discovery using matrix factorization.

Authors:  Jean-Philippe Brunet; Pablo Tamayo; Todd R Golub; Jill P Mesirov
Journal:  Proc Natl Acad Sci U S A       Date:  2004-03-11       Impact factor: 11.205

3.  Focal gains of VEGFA and molecular classification of hepatocellular carcinoma.

Authors:  Derek Y Chiang; Augusto Villanueva; Yujin Hoshida; Judit Peix; Philippa Newell; Beatriz Minguez; Amanda C LeBlanc; Diana J Donovan; Swan N Thung; Manel Solé; Victoria Tovar; Clara Alsinet; Alex H Ramos; Jordi Barretina; Sasan Roayaie; Myron Schwartz; Samuel Waxman; Jordi Bruix; Vincenzo Mazzaferro; Azra H Ligon; Vesna Najfeld; Scott L Friedman; William R Sellers; Matthew Meyerson; Josep M Llovet
Journal:  Cancer Res       Date:  2008-08-15       Impact factor: 12.701

4.  Met-regulated expression signature defines a subset of human hepatocellular carcinomas with poor prognosis and aggressive phenotype.

Authors:  Pal Kaposi-Novak; Ju-Seog Lee; Luis Gòmez-Quiroz; Cédric Coulouarn; Valentina M Factor; Snorri S Thorgeirsson
Journal:  J Clin Invest       Date:  2006-05-18       Impact factor: 14.808

Review 5.  Functional genomics of hepatocellular carcinoma.

Authors:  Snorri S Thorgeirsson; Ju-Seog Lee; Joe W Grisham
Journal:  Hepatology       Date:  2006-02       Impact factor: 17.425

6.  Distinct chromosomal bias of gene expression signatures in the progression of hepatocellular carcinoma.

Authors:  Yutaka Midorikawa; Shuichi Tsutsumi; Kunihiro Nishimura; Naoko Kamimura; Makoto Kano; Hirohiko Sakamoto; Masatoshi Makuuchi; Hiroyuki Aburatani
Journal:  Cancer Res       Date:  2004-10-15       Impact factor: 12.701

7.  mTOR and P70 S6 kinase expression in primary liver neoplasms.

Authors:  Fikret Sahin; Rajesh Kannangai; Onikepe Adegbola; Jianzhou Wang; Gloria Su; Michael Torbenson
Journal:  Clin Cancer Res       Date:  2004-12-15       Impact factor: 12.531

8.  Classification and prediction of survival in hepatocellular carcinoma by gene expression profiling.

Authors:  Ju-Seog Lee; In-Sun Chu; Jeonghoon Heo; Diego F Calvisi; Zongtang Sun; Tania Roskams; Anne Durnez; Anthony J Demetris; Snorri S Thorgeirsson
Journal:  Hepatology       Date:  2004-09       Impact factor: 17.425

9.  Smad3-dependent nuclear translocation of beta-catenin is required for TGF-beta1-induced proliferation of bone marrow-derived adult human mesenchymal stem cells.

Authors:  Hongyan Jian; Xing Shen; Irwin Liu; Mikhail Semenov; Xi He; Xiao-Fan Wang
Journal:  Genes Dev       Date:  2006-03-15       Impact factor: 11.361

10.  Gene expression patterns in human liver cancers.

Authors:  Xin Chen; Siu Tim Cheung; Samuel So; Sheung Tat Fan; Christopher Barry; John Higgins; Kin-Man Lai; Jiafu Ji; Sandrine Dudoit; Irene O L Ng; Matt Van De Rijn; David Botstein; Patrick O Brown
Journal:  Mol Biol Cell       Date:  2002-06       Impact factor: 4.138

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  431 in total

Review 1.  Epigenetic regulation of cancer stem cells in liver cancer: current concepts and clinical implications.

Authors:  J U Marquardt; V M Factor; S S Thorgeirsson
Journal:  J Hepatol       Date:  2010-05-31       Impact factor: 25.083

2.  Molecular subclasses of hepatocellular carcinoma predict sensitivity to fibroblast growth factor receptor inhibition.

Authors:  Benjamin Schmidt; Lan Wei; Danielle K DePeralta; Yujin Hoshida; Poh Seng Tan; Xiaochen Sun; Janelle P Sventek; Michael Lanuti; Kenneth K Tanabe; Bryan C Fuchs
Journal:  Int J Cancer       Date:  2015-11-09       Impact factor: 7.396

3.  Direct Pharmacological Inhibition of β-Catenin by RNA Interference in Tumors of Diverse Origin.

Authors:  Shanthi Ganesh; Martin L Koser; Wendy A Cyr; Girish R Chopda; Junyan Tao; Xue Shui; Bo Ying; Dongyu Chen; Purva Pandya; Edmond Chipumuro; Zakir Siddiquee; Kevin Craig; Chengjung Lai; Henryk Dudek; Satdarshan P Monga; Weimin Wang; Bob D Brown; Marc T Abrams
Journal:  Mol Cancer Ther       Date:  2016-07-07       Impact factor: 6.261

4.  Genomic and Transcriptomic Profiling of Combined Hepatocellular and Intrahepatic Cholangiocarcinoma Reveals Distinct Molecular Subtypes.

Authors:  Ruidong Xue; Lu Chen; Chong Zhang; Masashi Fujita; Ruoyan Li; Shu-Mei Yan; Choon Kiat Ong; Xiwen Liao; Qiang Gao; Shota Sasagawa; Yanmeng Li; Jincheng Wang; Hua Guo; Qi-Tao Huang; Qian Zhong; Jing Tan; Lisha Qi; Wenchen Gong; Zhixian Hong; Meng Li; Jingmin Zhao; Tao Peng; Yinying Lu; Kiat Hon Tony Lim; Arnoud Boot; Atushi Ono; Kazuaki Chayama; Zemin Zhang; Steve George Rozen; Bin Tean Teh; Xin Wei Wang; Hidewaki Nakagawa; Mu-Sheng Zeng; Fan Bai; Ning Zhang
Journal:  Cancer Cell       Date:  2019-05-23       Impact factor: 31.743

Review 5.  Current biomarkers for hepatocellular carcinoma: Surveillance, diagnosis and prediction of prognosis.

Authors:  Kerstin Schütte; Christian Schulz; Alexander Link; Peter Malfertheiner
Journal:  World J Hepatol       Date:  2015-02-27

6.  Single-cell analysis reveals cancer stem cell heterogeneity in hepatocellular carcinoma.

Authors:  Hongping Zheng; Yotsawat Pomyen; Maria Olga Hernandez; Caiyi Li; Ferenc Livak; Wei Tang; Hien Dang; Tim F Greten; Jeremy L Davis; Yongmei Zhao; Monika Mehta; Yelena Levin; Jyoti Shetty; Bao Tran; Anuradha Budhu; Xin Wei Wang
Journal:  Hepatology       Date:  2018-05-09       Impact factor: 17.425

Review 7.  Beta-catenin signaling, liver regeneration and hepatocellular cancer: sorting the good from the bad.

Authors:  Kari Nichole Nejak-Bowen; Satdarshan P S Monga
Journal:  Semin Cancer Biol       Date:  2010-12-21       Impact factor: 15.707

Review 8.  Stem cells in hepatocarcinogenesis: evidence from genomic data.

Authors:  Jens U Marquardt; Snorri S Thorgeirsson
Journal:  Semin Liver Dis       Date:  2010-02-19       Impact factor: 6.115

9.  SPARSE INTEGRATIVE CLUSTERING OF MULTIPLE OMICS DATA SETS.

Authors:  Ronglai Shen; Sijian Wang; Qianxing Mo
Journal:  Ann Appl Stat       Date:  2013-04-09       Impact factor: 2.083

10.  Metabolic network-based stratification of hepatocellular carcinoma reveals three distinct tumor subtypes.

Authors:  Gholamreza Bidkhori; Rui Benfeitas; Martina Klevstig; Cheng Zhang; Jens Nielsen; Mathias Uhlen; Jan Boren; Adil Mardinoglu
Journal:  Proc Natl Acad Sci U S A       Date:  2018-11-27       Impact factor: 11.205

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