Analysis of next-generation genomic data in cancer: accomplishments and challenges

被引:95
作者
Ding, Li [1 ]
Wendl, Michael C. [1 ]
Koboldt, Daniel C. [1 ]
Mardis, Elaine R. [1 ]
机构
[1] Washington Univ, Sch Med, Genome Ctr, Dept Genet, St Louis, MO 63108 USA
基金
美国国家卫生研究院;
关键词
PATTERN GROWTH APPROACH; SOMATIC MUTATIONS; HUMAN BREAST; SEQUENCE; PATHWAYS; REARRANGEMENTS; SIGNATURES; VARIANTS; GENE; READ;
D O I
10.1093/hmg/ddq391
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
The application of next-generation sequencing technology has produced a transformation in cancer genomics, generating large data sets that can be analyzed in different ways to answer a multitude of questions about the genomic alterations associated with the disease. Analytical approaches can discover focused mutations such as substitutions and small insertion/deletions, large structural alterations and copy number events. As our capacity to produce such data for multiple cancers of the same type is improving, so are the demands to analyze multiple tumor genomes simultaneously growing. For example, pathway-based analyses that provide the full mutational impact on cellular protein networks and correlation analyses aimed at revealing causal relationships between genomic alterations and clinical presentations are both enabled. As the repertoire of data grows to include mRNA-seq, non-coding RNA-seq and methylation for multiple genomes, our challenge will be to intelligently integrate data types and genomes to produce a coherent picture of the genetic basis of cancer.
引用
收藏
页码:R188 / R196
页数:9
相关论文
共 53 条
[1]   Accurate whole human genome sequencing using reversible terminator chemistry [J].
Bentley, David R. ;
Balasubramanian, Shankar ;
Swerdlow, Harold P. ;
Smith, Geoffrey P. ;
Milton, John ;
Brown, Clive G. ;
Hall, Kevin P. ;
Evers, Dirk J. ;
Barnes, Colin L. ;
Bignell, Helen R. ;
Boutell, Jonathan M. ;
Bryant, Jason ;
Carter, Richard J. ;
Cheetham, R. Keira ;
Cox, Anthony J. ;
Ellis, Darren J. ;
Flatbush, Michael R. ;
Gormley, Niall A. ;
Humphray, Sean J. ;
Irving, Leslie J. ;
Karbelashvili, Mirian S. ;
Kirk, Scott M. ;
Li, Heng ;
Liu, Xiaohai ;
Maisinger, Klaus S. ;
Murray, Lisa J. ;
Obradovic, Bojan ;
Ost, Tobias ;
Parkinson, Michael L. ;
Pratt, Mark R. ;
Rasolonjatovo, Isabelle M. J. ;
Reed, Mark T. ;
Rigatti, Roberto ;
Rodighiero, Chiara ;
Ross, Mark T. ;
Sabot, Andrea ;
Sankar, Subramanian V. ;
Scally, Aylwyn ;
Schroth, Gary P. ;
Smith, Mark E. ;
Smith, Vincent P. ;
Spiridou, Anastassia ;
Torrance, Peta E. ;
Tzonev, Svilen S. ;
Vermaas, Eric H. ;
Walter, Klaudia ;
Wu, Xiaolin ;
Zhang, Lu ;
Alam, Mohammed D. ;
Anastasi, Carole .
NATURE, 2008, 456 (7218) :53-59
[2]   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
[3]   Architectures of somatic genomic rearrangement in human cancer amplicons at sequence-level resolution [J].
Bignell, Graham R. ;
Santarius, Thomas ;
Pole, Jessica C. M. ;
Butler, Adam P. ;
Perry, Janet ;
Pleasance, Erin ;
Greenman, Chris ;
Menzies, Andrew ;
Taylor, Sheila ;
Edkins, Sarah ;
Campbell, Peter ;
Quail, Michael ;
Plumb, Bob ;
Matthews, Lucy ;
Mclay, Kirsten ;
Edwards, Paul A. W. ;
Rogers, Jane ;
Wooster, Richard ;
Futreal, P. Andrew ;
Stratton, Michael R. .
GENOME RESEARCH, 2007, 17 (09) :1296-1303
[4]   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
[5]   Identification of somatically acquired rearrangements in cancer using genome-wide massively parallel paired-end sequencing [J].
Campbell, Peter J. ;
Stephens, Philip J. ;
Pleasance, Erin D. ;
O'Meara, Sarah ;
Li, Heng ;
Santarius, Thomas ;
Stebbings, Lucy A. ;
Leroy, Catherine ;
Edkins, Sarah ;
Hardy, Claire ;
Teague, Jon W. ;
Menzies, Andrew ;
Goodhead, Ian ;
Turner, Daniel J. ;
Clee, Christopher M. ;
Quail, Michael A. ;
Cox, Antony ;
Brown, Clive ;
Durbin, Richard ;
Hurles, Matthew E. ;
Edwards, Paul A. W. ;
Bignell, Graham R. ;
Stratton, Michael R. ;
Futreal, P. Andrew .
NATURE GENETICS, 2008, 40 (06) :722-729
[6]   Automated Network Analysis Identifies Core Pathways in Glioblastoma [J].
Cerami, Ethan ;
Demir, Emek ;
Schultz, Nikolaus ;
Taylor, Barry S. ;
Sander, Chris .
PLOS ONE, 2010, 5 (02)
[7]  
Chen K, 2009, NAT METHODS, V6, P677, DOI [10.1038/NMETH.1363, 10.1038/nmeth.1363]
[8]   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
[9]   Comprehensive genomic characterization defines human glioblastoma genes and core pathways [J].
Chin, L. ;
Meyerson, M. ;
Aldape, K. ;
Bigner, D. ;
Mikkelsen, T. ;
VandenBerg, S. ;
Kahn, A. ;
Penny, R. ;
Ferguson, M. L. ;
Gerhard, D. S. ;
Getz, G. ;
Brennan, C. ;
Taylor, B. S. ;
Winckler, W. ;
Park, P. ;
Ladanyi, M. ;
Hoadley, K. A. ;
Verhaak, R. G. W. ;
Hayes, D. N. ;
Spellman, Paul T. ;
Absher, D. ;
Weir, B. A. ;
Ding, L. ;
Wheeler, D. ;
Lawrence, M. S. ;
Cibulskis, K. ;
Mardis, E. ;
Zhang, Jinghui ;
Wilson, R. K. ;
Donehower, L. ;
Wheeler, D. A. ;
Purdom, E. ;
Wallis, J. ;
Laird, P. W. ;
Herman, J. G. ;
Schuebel, K. E. ;
Weisenberger, D. J. ;
Baylin, S. B. ;
Schultz, N. ;
Yao, Jun ;
Wiedemeyer, R. ;
Weinstein, J. ;
Sander, C. ;
Gibbs, R. A. ;
Gray, J. ;
Kucherlapati, R. ;
Lander, E. S. ;
Myers, R. M. ;
Perou, C. M. ;
McLendon, Roger .
NATURE, 2008, 455 (7216) :1061-1068
[10]   U87MG Decoded: The Genomic Sequence of a Cytogenetically Aberrant Human Cancer Cell Line [J].
Clark, Michael James ;
Homer, Nils ;
O'Connor, Brian D. ;
Chen, Zugen ;
Eskin, Ascia ;
Lee, Hane ;
Merriman, Barry ;
Nelson, Stanley F. .
PLOS GENETICS, 2010, 6 (01)