Identification of significantly mutated regions across cancer types highlights a rich landscape of functional molecular alterations

被引:54
作者
Araya, Carlos L. [1 ]
Cenik, Can [1 ]
Reuters, Jason A. [1 ]
Kiss, Gert [2 ]
Pande, Vijay S. [2 ]
Snyder, Michael P. [1 ]
Greenleaf, William J. [1 ,3 ]
机构
[1] Stanford Univ, Sch Med, Dept Genet, Stanford, CA 94305 USA
[2] Stanford Univ, Dept Chem, Stanford, CA 94305 USA
[3] Stanford Univ, Dept Appl Phys, Stanford, CA 94305 USA
基金
美国国家卫生研究院; 美国国家科学基金会;
关键词
SOMATIC MUTATIONS; TRANSCRIPTION FACTOR; DRIVER MUTATIONS; BREAST-CANCER; GENE; ACTIVATION; EXPRESSION; ONCOGENE; REVEALS; GENOME;
D O I
10.1038/ng.3471
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Cancer sequencing studies have primarily identified cancer driver genes by the accumulation of protein-altering mutations. An improved method would be annotation independent, sensitive to unknown distributions of functions within proteins and inclusive of noncoding drivers. We employed density-based clustering methods in 21 tumor types to detect variably sized significantly mutated regions (SMRs). SMRs reveal recurrent alterations across a spectrum of coding and noncoding elements, including transcription factor binding sites and untranslated regions mutated in up to similar to 15% of specific tumor types. SMRs demonstrate spatial clustering of alterations in molecular domains and at interfaces, often with associated changes in signaling. Mutation frequencies in SMRs demonstrate that distinct protein regions are differentially mutated across tumor types, as exemplified by a linker region of PIK3CA in which biophysical simulations suggest that mutations affect regulatory interactions. The functional diversity of SMRs underscores both the varied mechanisms of oncogenic misregulation and the advantage of functionally agnostic driver identification.
引用
收藏
页码:117 / 125
页数:9
相关论文
共 73 条
[1]   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-+
[2]   Regulatory analysis of the C. elegans genome with spatiotemporal resolution [J].
Araya, Carlos L. ;
Kawli, Trupti ;
Kundaje, Anshul ;
Jiang, Lixia ;
Wu, Beijing ;
Vafeados, Dionne ;
Terrell, Robert ;
Weissdepp, Peter ;
Gevirtzman, Louis ;
Mace, Daniel ;
Niu, Wei ;
Boyle, Alan P. ;
Xie, Dan ;
Ma, Lijia ;
Murray, John I. ;
Reinke, Valerie ;
Waterston, Robert H. ;
Snyder, Michael .
NATURE, 2014, 512 (7515) :400-U363
[3]   A fundamental protein property, thermodynamic stability, revealed solely from large-scale measurements of protein function [J].
Araya, Carlos L. ;
Fowler, Douglas M. ;
Chen, Wentao ;
Muniez, Ike ;
Kelly, Jeffery W. ;
Fields, Stanley .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2012, 109 (42) :16858-16863
[4]   Exome sequencing identifies recurrent SPOP, FOXA1 and MED12 mutations in prostate cancer [J].
Barbieri, Christopher E. ;
Baca, Sylvan C. ;
Lawrence, Michael S. ;
Demichelis, Francesca ;
Blattner, Mirjam ;
Theurillat, Jean-Philippe ;
White, Thomas A. ;
Stojanov, Petar ;
Van Allen, Eliezer ;
Stransky, Nicolas ;
Nickerson, Elizabeth ;
Chae, Sung-Suk ;
Boysen, Gunther ;
Auclair, Daniel ;
Onofrio, Robert C. ;
Park, Kyung ;
Kitabayashi, Naoki ;
MacDonald, Theresa Y. ;
Sheikh, Karen ;
Vuong, Terry ;
Guiducci, Candace ;
Cibulskis, Kristian ;
Sivachenko, Andrey ;
Carter, Scott L. ;
Saksena, Gordon ;
Voet, Douglas ;
Hussain, Wasay M. ;
Ramos, Alex H. ;
Winckler, Wendy ;
Redman, Michelle C. ;
Ardlie, Kristin ;
Tewari, Ashutosh K. ;
Mosquera, Juan Miguel ;
Rupp, Niels ;
Wild, Peter J. ;
Moch, Holger ;
Morrissey, Colm ;
Nelson, Peter S. ;
Kantoff, Philip W. ;
Gabriel, Stacey B. ;
Golub, Todd R. ;
Meyerson, Matthew ;
Lander, Eric S. ;
Getz, Gad ;
Rubin, Mark A. ;
Garraway, Levi A. .
NATURE GENETICS, 2012, 44 (06) :685-U107
[5]   Gene expression patterns unveil a new level of molecular heterogeneity in colorectal cancer [J].
Budinska, Eva ;
Popovici, Vlad ;
Tejpar, Sabine ;
D'Ario, Giovanni ;
Lapique, Nicolas ;
Sikora, Katarzyna Otylia ;
Di Narzo, Antonio Fabio ;
Yan, Pu ;
Hodgson, John Graeme ;
Weinrich, Scott ;
Bosman, Fred ;
Roth, Arnaud ;
Delorenzi, Mauro .
JOURNAL OF PATHOLOGY, 2013, 231 (01) :63-76
[6]   Quantitative analysis of RNA-protein interactions on a massively parallel array reveals biophysical and evolutionary landscapes [J].
Buenrostro, Jason D. ;
Araya, Carlos L. ;
Chircus, Lauren M. ;
Layton, Curtis J. ;
Chang, Howard Y. ;
Snyder, Michael P. ;
Greenleaf, William J. .
NATURE BIOTECHNOLOGY, 2014, 32 (06) :562-+
[7]   Oncogenic mutations mimic and enhance dynamic events in the natural activation of phosphoinositide 3-kinase p110α (PIK3CA) [J].
Burke, John E. ;
Perisic, Olga ;
Masson, Glenn R. ;
Vadas, Oscar ;
Williams, Roger L. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2012, 109 (38) :15259-15264
[8]   Genome Analysis Reveals Interplay between 5′UTR Introns and Nuclear mRNA Export for Secretory and Mitochondrial Genes [J].
Cenik, Can ;
Chua, Hon Nian ;
Zhang, Hui ;
Tarnawsky, Stefan P. ;
Akef, Abdalla ;
Derti, Adnan ;
Tasan, Murat ;
Moore, Melissa J. ;
Palazzo, Alexander F. ;
Roth, Frederick P. .
PLOS GENETICS, 2011, 7 (04)
[9]   Studying Tumorigenesis through Network Evolution and Somatic Mutational Perturbations in the Cancer Interactome [J].
Cheng, Feixiong ;
Jia, Peilin ;
Wang, Quan ;
Lin, Chen-Ching ;
Li, Wen-Hsiung ;
Zhao, Zhongming .
MOLECULAR BIOLOGY AND EVOLUTION, 2014, 31 (08) :2156-2169
[10]   The RAB25 small GTPase determines aggressiveness of ovarian and breast cancers [J].
Cheng, KW ;
Lahad, JP ;
Kuo, WL ;
Lapuk, A ;
Yamada, K ;
Auersperg, N ;
Liu, JS ;
Smith-McCune, K ;
Lu, KH ;
Fishman, D ;
Gray, JW ;
Mills, GB .
NATURE MEDICINE, 2004, 10 (11) :1251-1256