GISTIC2.0 facilitates sensitive and confident localization of the targets of focal somatic copy-number alteration in human cancers

被引:2391
作者
Mermel, Craig H. [1 ,2 ,3 ,4 ]
Schumacher, Steven E. [1 ,2 ,3 ,4 ]
Hill, Barbara [1 ]
Meyerson, Matthew L. [1 ,2 ,3 ,4 ]
Beroukhim, Rameen [1 ,2 ,3 ,4 ]
Getz, Gad [1 ]
机构
[1] Broad Inst MIT & Harvard, Canc Program, Cambridge Ctr 7, Cambridge, MA 02142 USA
[2] Dana Farber Canc Inst, Dept Med Oncol, Boston, MA 02115 USA
[3] Dana Farber Canc Inst, Dept Canc Biol, Boston, MA 02115 USA
[4] Dana Farber Canc Inst, Ctr Canc Genome Discovery, Boston, MA 02115 USA
来源
GENOME BIOLOGY | 2011年 / 12卷 / 04期
关键词
CIRCULAR BINARY SEGMENTATION; HUMAN BREAST; ABERRATIONS; GENOME; LUNG; IDENTIFICATION; REARRANGEMENT; SIGNATURES; ONCOGENE; PATTERNS;
D O I
10.1186/gb-2011-12-4-r41
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
We describe methods with enhanced power and specificity to identify genes targeted by somatic copy-number alterations (SCNAs) that drive cancer growth. By separating SCNA profiles into underlying arm-level and focal alterations, we improve the estimation of background rates for each category. We additionally describe a probabilistic method for defining the boundaries of selected-for SCNA regions with user-defined confidence. Here we detail this revised computational approach, GISTIC2.0, and validate its performance in real and simulated datasets.
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页数:14
相关论文
共 44 条
[1]  
[Anonymous], The Cancer Genome Atlas Data Portal
[2]   Assessment of algorithms for high throughput detection of genomic copy number variation in oligonucleotide microarray data [J].
Baross, Agnes ;
Delaney, Allen D. ;
Li, H. Irene ;
Nayar, Tarun ;
Flibotte, Stephane ;
Qian, Hong ;
Chan, Susanna Y. ;
Asano, Jennifer ;
Ally, Adrian ;
Cao, Manqiu ;
Birch, Patricia ;
Brown-John, Mabel ;
Fernandes, Nicole ;
Go, Anne ;
Kennedy, Giulia ;
Langlois, Sylvie ;
Eydoux, Patrice ;
Friedman, J. M. ;
Marra, Marco A. .
BMC BIOINFORMATICS, 2007, 8 (1)
[3]   SOX2 is an amplified lineage-survival oncogene in lung and esophageal squamous cell carcinomas [J].
Bass, Adam J. ;
Watanabe, Hideo ;
Mermel, Craig H. ;
Yu, Soyoung ;
Perner, Sven ;
Verhaak, Roel G. ;
Kim, So Young ;
Wardwell, Leslie ;
Tamayo, Pablo ;
Gat-Viks, Irit ;
Ramos, Alex H. ;
Woo, Michele S. ;
Weir, Barbara A. ;
Getz, Gad ;
Beroukhim, Rameen ;
O'Kelly, Michael ;
Dutt, Amit ;
Rozenblatt-Rosen, Orit ;
Dziunycz, Piotr ;
Komisarof, Justin ;
Chirieac, Lucian R. ;
LaFargue, Christopher J. ;
Scheble, Veit ;
Wilbertz, Theresia ;
Ma, Changqing ;
Rao, Shilpa ;
Nakagawa, Hiroshi ;
Stairs, Douglas B. ;
Lin, Lin ;
Giordano, Thomas J. ;
Wagner, Patrick ;
Minna, John D. ;
Gazdar, Adi F. ;
Zhu, Chang Qi ;
Brose, Marcia S. ;
Cecconello, Ivan ;
Ribeiro, Ulysses, Jr. ;
Marie, Suely K. ;
Dahl, Olav ;
Shivdasani, Ramesh A. ;
Tsao, Ming-Sound ;
Rubin, Mark A. ;
Wong, Kwok K. ;
Regev, Aviv ;
Hahn, William C. ;
Beer, David G. ;
Rustgi, Anil K. ;
Meyerson, Matthew .
NATURE GENETICS, 2009, 41 (11) :1238-U105
[4]   CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING [J].
BENJAMINI, Y ;
HOCHBERG, Y .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) :289-300
[5]   Assessing the significance of chromosomal aberrations in cancer: Methodology and application to glioma [J].
Beroukhim, Rameen ;
Getz, Gad ;
Nghiemphu, Leia ;
Barretina, Jordi ;
Hsueh, Teli ;
Linhart, David ;
Vivanco, Igor ;
Lee, Jeffrey C. ;
Huang, Julie H. ;
Alexander, Sethu ;
Du, Jinyan ;
Kau, Tweeny ;
Thomas, Roman K. ;
Shah, Kinial ;
Soto, Horacio ;
Perner, Sven ;
Prensner, John ;
Debiasi, Ralph M. ;
Demichelis, Francesca ;
Hatton, Charlie ;
Rubin, Mark A. ;
Garraway, Levi A. ;
Nelson, Stan F. ;
Liau, Linda ;
Mischel, Paul S. ;
Cloughesy, Tim F. ;
Meyerson, Matthew ;
Golub, Todd A. ;
Lander, Eric S. ;
Mellinghoff, Ingo K. ;
Sellers, William R. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2007, 104 (50) :20007-20012
[6]   The landscape of somatic copy-number alteration across human cancers [J].
Beroukhim, Rameen ;
Mermel, Craig H. ;
Porter, Dale ;
Wei, Guo ;
Raychaudhuri, Soumya ;
Donovan, Jerry ;
Barretina, Jordi ;
Boehm, Jesse S. ;
Dobson, Jennifer ;
Urashima, Mitsuyoshi ;
Mc Henry, Kevin T. ;
Pinchback, Reid M. ;
Ligon, Azra H. ;
Cho, Yoon-Jae ;
Haery, Leila ;
Greulich, Heidi ;
Reich, Michael ;
Winckler, Wendy ;
Lawrence, Michael S. ;
Weir, Barbara A. ;
Tanaka, Kumiko E. ;
Chiang, Derek Y. ;
Bass, Adam J. ;
Loo, Alice ;
Hoffman, Carter ;
Prensner, John ;
Liefeld, Ted ;
Gao, Qing ;
Yecies, Derek ;
Signoretti, Sabina ;
Maher, Elizabeth ;
Kaye, Frederic J. ;
Sasaki, Hidefumi ;
Tepper, Joel E. ;
Fletcher, Jonathan A. ;
Tabernero, Josep ;
Baselga, Jose ;
Tsao, Ming-Sound ;
Demichelis, Francesca ;
Rubin, Mark A. ;
Janne, Pasi A. ;
Daly, Mark J. ;
Nucera, Carmelo ;
Levine, Ross L. ;
Ebert, Benjamin L. ;
Gabriel, Stacey ;
Rustgi, Anil K. ;
Antonescu, Cristina R. ;
Ladanyi, Marc ;
Letai, Anthony .
NATURE, 2010, 463 (7283) :899-905
[7]   Signatures of mutation and selection in the cancer genome [J].
Bignell, Graham R. ;
Greenman, Chris D. ;
Davies, Helen ;
Butler, Adam P. ;
Edkins, Sarah ;
Andrews, Jenny M. ;
Buck, Gemma ;
Chen, Lina ;
Beare, David ;
Latimer, Calli ;
Widaa, Sara ;
Hinton, Jonathon ;
Fahey, Ciara ;
Fu, Beiyuan ;
Swamy, Sajani ;
Dalgliesh, Gillian L. ;
Teh, Bin T. ;
Deloukas, Panos ;
Yang, Fengtang ;
Campbell, Peter J. ;
Futreal, P. Andrew ;
Stratton, Michael R. .
NATURE, 2010, 463 (7283) :893-U61
[8]  
Bolstad BM, 2004, INT REV NEUROBIOL, V60, P25
[9]   Focal gains of VEGFA and molecular classification of hepatocellular carcinoma [J].
Chiang, Derek Y. ;
Villanueva, Augusto ;
Hoshida, Yujin ;
Peix, Judit ;
Newell, Philippa ;
Minguez, Beatriz ;
LeBlanc, Amanda C. ;
Donovan, Diana J. ;
Thung, Swan N. ;
Sole, Manel ;
Tovar, Victoria ;
Alsinet, Clara ;
Ramos, Alex H. ;
Barretina, Jordi ;
Roayaie, Sasan ;
Schwartz, Myron ;
Waxman, Samuel ;
Bruix, Jordi ;
Mazzaferro, Vincenzo ;
Ligon, Azra H. ;
Najfeld, Vesna ;
Friedman, Scott L. ;
Sellers, William R. ;
Meyerson, Matthew ;
Llovet, Josep M. .
CANCER RESEARCH, 2008, 68 (16) :6779-6788
[10]   High-resolution mapping of copy-number alterations with massively parallel sequencing [J].
Chiang, Derek Y. ;
Getz, Gad ;
Jaffe, David B. ;
O'Kelly, Michael J. T. ;
Zhao, Xiaojun ;
Carter, Scott L. ;
Russ, Carsten ;
Nusbaum, Chad ;
Meyerson, Matthew ;
Lander, Eric S. .
NATURE METHODS, 2009, 6 (01) :99-103