Genomic analysis of liver cancer unveils novel driver genes and distinct prognostic features

被引:85
作者
Li, Xiangchun [1 ,2 ,7 ]
Xu, Weiqi [1 ,2 ]
Kang, Wei [4 ]
Wong, Sunny H. [1 ,2 ]
Wang, Mengyao [5 ]
Zhou, Yong [5 ]
Fang, Xiaodong [5 ]
Zhang, Xiuqing [5 ]
Yang, Huanming [5 ,6 ]
Wong, Chi H. [8 ]
To, Ka F. [4 ]
Chan, Stephen L. [8 ]
Chan, Matthew T. V. [3 ]
Sung, Joseph J. Y. [1 ,2 ]
Wu, William K. K. [1 ,2 ,3 ]
Yu, Jun [1 ,2 ]
机构
[1] Chinese Univ Hong Kong, Inst Digest Dis, Hong Kong, Hong Kong, Peoples R China
[2] Chinese Univ Hong Kong, CUHK Shenzhen Res Inst, LKS Inst Hlth Sci, Dept Med & Therapeut,State Key Lab Digest Dis, Hong Kong, Hong Kong, Peoples R China
[3] Chinese Univ Hong Kong, Dept Anaesthesia & Intens Care, Shatin, Hong Kong, Peoples R China
[4] Chinese Univ Hong Kong, Dept Anat & Cellular Pathol, Hong Kong, Hong Kong, Peoples R China
[5] Beijing Genom Inst Shenzhen, Shenzhen 518083, Guangdong, Peoples R China
[6] James D Watson Inst Genome Sci, Hangzhou 310058, Zhejiang, Peoples R China
[7] Tianjin Med Univ Canc Inst & Hosp, Natl Clin Res Ctr Canc, Key Lab Canc Prevent & Therapy Tianjin, Publ Lab, Tianjin 300060, Peoples R China
[8] Chinese Univ Hong Kong, Prince Wales Hosp, State Key Lab Oncol South China, Dept Clin Oncol, Hong Kong, Hong Kong, Peoples R China
关键词
HCC; mutation; TERT; prognostic marker; druggable target; MUTATIONAL SIGNATURES; HEPATOCELLULAR CARCINOMAS; RECURRENT MUTATIONS; EXPRESSION; LANDSCAPE; SURVIVAL;
D O I
10.7150/thno.22010
中图分类号
R-3 [医学研究方法]; R3 [基础医学];
学科分类号
1001 ;
摘要
Objective: Hepatocellular carcinoma (HCC) is a highly heterogeneous disease with a dismal prognosis. However, driver genes and prognostic markers in HCC remain to be identified. It is hoped that in-depth analysis of HCC genomes in relation to available clinicopathological information will give rise to novel molecular prognostic markers. Methods: We collected genomic data of 1,061 HCC patients from previous studies, and performed integrative analysis to identify significantly mutated genes and molecular prognosticators. We employed three MutSig algorithms (MutSigCV, MutSigCL and MutSigFN) to identify significantly mutated genes. The GISTIC2 algorithm was used to delineate focally amplified and deleted genomic regions. Nonnegative matrix factorization (NMF) was utilized to decipher mutational signatures. Kaplan-Meier survival and Cox regression analyses were used to associate gene mutation and copy number alteration with survival outcome. Logistic regression model was applied to test association between gene mutation and mutational signatures. Results: We discovered 11 novel driver genes, including RNF213, VAV3 and TNRC6B, with mutational prevalence ranging from 1% to 3%. Seven mutational signatures were also identified in HCC, some of which were associated with mutations of classical driver genes (e.g., TPS3, TERT) as well as alcohol consumption. Focal amplifications of TERT and other druggable targets, including AURKA, were also revealed. Targeting AURKA by a small-molecule inhibitor potently induced apoptosis in HCC cells. We further demonstrated that HCC patients with TERT amplification displayed shortened overall survival independent of other clinicopathological parameters. In conclusion, our study identified novel cancer driver genes and prognostic markers in HCC, reiterating the translational importance of omics data in the precision medicine era.
引用
收藏
页码:1740 / 1751
页数:12
相关论文
共 43 条
[1]   DYRK1A in neurodegeneration and cancer: Molecular basis and clinical implications [J].
Abbassi, Ramzi ;
Johns, Terrance G. ;
Kassiou, Michael ;
Munoz, Lenka .
PHARMACOLOGY & THERAPEUTICS, 2015, 151 :87-98
[2]   Signatures of mutational processes in human cancer [J].
Alexandrov, Ludmil B. ;
Nik-Zainal, Serena ;
Wedge, David C. ;
Aparicio, Samuel A. J. R. ;
Behjati, Sam ;
Biankin, Andrew V. ;
Bignell, Graham R. ;
Bolli, Niccolo ;
Borg, Ake ;
Borresen-Dale, Anne-Lise ;
Boyault, Sandrine ;
Burkhardt, Birgit ;
Butler, Adam P. ;
Caldas, Carlos ;
Davies, Helen R. ;
Desmedt, Christine ;
Eils, Roland ;
Eyfjord, Jorunn Erla ;
Foekens, John A. ;
Greaves, Mel ;
Hosoda, Fumie ;
Hutter, Barbara ;
Ilicic, Tomislav ;
Imbeaud, Sandrine ;
Imielinsk, Marcin ;
Jaeger, Natalie ;
Jones, David T. W. ;
Jones, David ;
Knappskog, Stian ;
Kool, Marcel ;
Lakhani, Sunil R. ;
Lopez-Otin, Carlos ;
Martin, Sancha ;
Munshi, Nikhil C. ;
Nakamura, Hiromi ;
Northcott, Paul A. ;
Pajic, Marina ;
Papaemmanuil, Elli ;
Paradiso, Angelo ;
Pearson, John V. ;
Puente, Xose S. ;
Raine, Keiran ;
Ramakrishna, Manasa ;
Richardson, Andrea L. ;
Richter, Julia ;
Rosenstiel, Philip ;
Schlesner, Matthias ;
Schumacher, Ton N. ;
Span, Paul N. ;
Teague, Jon W. .
NATURE, 2013, 500 (7463) :415-+
[3]   Deciphering Signatures of Mutational Processes Operative in Human Cancer [J].
Alexandrov, Ludmil B. ;
Nik-Zainal, Serena ;
Wedge, David C. ;
Campbell, Peter J. ;
Stratton, Michael R. .
CELL REPORTS, 2013, 3 (01) :246-259
[4]  
[Anonymous], NAT GENET
[5]  
[Anonymous], GUT
[6]  
[Anonymous], SCIENCE
[7]   Integration of Metabolomics and Expression of Glycerol-3-phosphate Acyltransferase (GPAM) in Breast Cancer-Link to Patient Survival, Hormone Receptor Status, and Metabolic Profiling [J].
Brockmoeller, Scarlet F. ;
Bucher, Elmar ;
Mueller, Bent M. ;
Budczies, Jan ;
Hilvo, Mika ;
Griffin, Julian L. ;
Oresic, Matej ;
Kallioniemi, Olli ;
Iljin, Kristiina ;
Loibl, Sibylle ;
Darb-Esfahani, Silvia ;
Sinn, Bruno V. ;
Klauschen, Frederick ;
Prinzler, Judith ;
Bangemann, Nikola ;
Ismaeel, Fakher ;
Fiehn, Oliver ;
Dietel, Manfred ;
Denkert, Carsten .
JOURNAL OF PROTEOME RESEARCH, 2012, 11 (02) :850-860
[8]   Absolute quantification of somatic DNA alterations in human cancer [J].
Carter, Scott L. ;
Cibulskis, Kristian ;
Helman, Elena ;
McKenna, Aaron ;
Shen, Hui ;
Zack, Travis ;
Laird, Peter W. ;
Onofrio, Robert C. ;
Winckler, Wendy ;
Weir, Barbara A. ;
Beroukhim, Rameen ;
Pellman, David ;
Levine, Douglas A. ;
Lander, Eric S. ;
Meyerson, Matthew ;
Getz, Gad .
NATURE BIOTECHNOLOGY, 2012, 30 (05) :413-+
[9]   Impact of replication timing on non-CpG and CpG substitution rates in mammalian genomes [J].
Chen, Chun-Long ;
Rappailles, Aurelien ;
Duquenne, Lauranne ;
Huvet, Maxime ;
Guilbaud, Guillaume ;
Farinelli, Laurent ;
Audit, Benjamin ;
d'Aubenton-Carafa, Yves ;
Arneodo, Alain ;
Hyrien, Olivier ;
Thermes, Claude .
GENOME RESEARCH, 2010, 20 (04) :447-457
[10]   Mutual exclusivity analysis identifies oncogenic network modules [J].
Ciriello, Giovanni ;
Cerami, Ethan ;
Sander, Chris ;
Schultz, Nikolaus .
GENOME RESEARCH, 2012, 22 (02) :398-406