Comprehensive assessment of array-based platforms and calling algorithms for detection of copy number variants

被引:313
作者
Pinto, Dalila [2 ]
Darvishi, Katayoon [3 ]
Shi, Xinghua [3 ]
Rajan, Diana [4 ]
Rigler, Diane [4 ]
Fitzgerald, Tom [4 ]
Lionel, Anath C. [2 ]
Thiruvahindrapuram, Bhooma [2 ]
MacDonald, Jeffrey R. [2 ]
Mills, Ryan [3 ]
Prasad, Aparna [2 ]
Noonan, Kristin [3 ,5 ]
Gribble, Susan [4 ]
Prigmore, Elena [4 ]
Donahoe, Patricia K. [5 ]
Smith, Richard S. [3 ]
Park, Ji Hyeon [3 ]
Hurles, Matthew E. [4 ]
Carter, Nigel P. [4 ]
Lee, Charles [3 ]
Scherer, Stephen W. [2 ,6 ,7 ]
Feuk, Lars [1 ]
机构
[1] Uppsala Univ, Rudbeck Lab, Dept Immunol Genet & Pathol, SciLifeLab Uppsala, Uppsala, Sweden
[2] Hosp Sick Children, Ctr Appl Genom, Toronto, ON M5G 1X8, Canada
[3] Harvard Univ, Brigham & Womens Hosp, Sch Med, Boston, MA 02115 USA
[4] Sanger Inst, Cambridge, England
[5] Harvard Univ, Massachusetts Gen Hosp, Sch Med, Boston, MA USA
[6] Univ Toronto, McLaughlin Ctr, Toronto, ON, Canada
[7] Univ Toronto, Dept Mol Genet, Toronto, ON, Canada
基金
加拿大健康研究院; 英国惠康基金; 美国国家卫生研究院;
关键词
COMPARATIVE GENOMIC HYBRIDIZATION; STRUCTURAL VARIATION; MICROARRAY PLATFORMS; RESOLUTION ANALYSIS; SPECTRUM; CGH; POLYMORPHISMS; CHROMOSOMES; ASSOCIATION; DIAGNOSTICS;
D O I
10.1038/nbt.1852
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 have systematically compared copy number variant (CNV) detection on eleven microarrays to evaluate data quality and CNV calling, reproducibility, concordance across array platforms and laboratory sites, breakpoint accuracy and analysis tool variability. Different analytic tools applied to the same raw data typically yield CNV calls with <50% concordance. Moreover, reproducibility in replicate experiments is <70% for most platforms. Nevertheless, these findings should not preclude detection of large CNVs for clinical diagnostic purposes because large CNVs with poor reproducibility are found primarily in complex genomic regions and would typically be removed by standard clinical data curation. The striking differences between CNV calls from different platforms and analytic tools highlight the importance of careful assessment of experimental design in discovery and association studies and of strict data curation and filtering in diagnostics. The CNV resource presented here allows independent data evaluation and provides a means to benchmark new algorithms.
引用
收藏
页码:512 / U76
页数:10
相关论文
共 49 条
[1]   A map of human genome variation from population-scale sequencing [J].
Altshuler, David ;
Durbin, Richard M. ;
Abecasis, Goncalo R. ;
Bentley, David R. ;
Chakravarti, Aravinda ;
Clark, Andrew G. ;
Collins, Francis S. ;
De la Vega, Francisco M. ;
Donnelly, Peter ;
Egholm, Michael ;
Flicek, Paul ;
Gabriel, Stacey B. ;
Gibbs, Richard A. ;
Knoppers, Bartha M. ;
Lander, Eric S. ;
Lehrach, Hans ;
Mardis, Elaine R. ;
McVean, Gil A. ;
Nickerson, DebbieA. ;
Peltonen, Leena ;
Schafer, Alan J. ;
Sherry, Stephen T. ;
Wang, Jun ;
Wilson, Richard K. ;
Gibbs, Richard A. ;
Deiros, David ;
Metzker, Mike ;
Muzny, Donna ;
Reid, Jeff ;
Wheeler, David ;
Wang, Jun ;
Li, Jingxiang ;
Jian, Min ;
Li, Guoqing ;
Li, Ruiqiang ;
Liang, Huiqing ;
Tian, Geng ;
Wang, Bo ;
Wang, Jian ;
Wang, Wei ;
Yang, Huanming ;
Zhang, Xiuqing ;
Zheng, Huisong ;
Lander, Eric S. ;
Altshuler, David L. ;
Ambrogio, Lauren ;
Bloom, Toby ;
Cibulskis, Kristian ;
Fennell, Tim J. ;
Gabriel, Stacey B. .
NATURE, 2010, 467 (7319) :1061-1073
[2]   Comparison of the Agilent, ROMA/NimbleGen and Illumina platforms for classification of copy number alterations in human breast tumors [J].
Baumbusch, L. O. ;
Aaroe, J. ;
Johansen, F. E. ;
Hicks, J. ;
Sun, H. ;
Bruhn, L. ;
Gunderson, K. ;
Naume, B. ;
Kristensen, V. N. ;
Liestol, K. ;
Borresen-Dale, A-L ;
Lingjaerde, O. C. .
BMC GENOMICS, 2008, 9 (1)
[3]   Array-based DNA diagnostics: Let the revolution begin [J].
Beaudet, Arthur L. ;
Belmont, John W. .
ANNUAL REVIEW OF MEDICINE, 2008, 59 :113-129
[4]  
Carson Andrew R., 2006, Human Genomics, V2, P403
[5]   Array-based comparative genomic hybridization and copy number variation in cancer research [J].
Cho, E. K. ;
Tchinda, J. ;
Freeman, J. L. ;
Chung, Y. -J. ;
Cai, W. W. ;
Lee, C. .
CYTOGENETIC AND GENOME RESEARCH, 2006, 115 (3-4) :262-272
[6]   Resolving the resolution of array CGH [J].
Coe, Bradley P. ;
Ylstra, Bauke ;
Carvalho, Beatriz ;
Meijer, Gerrit A. ;
MacAulay, Calum ;
Lam, Wan L. .
GENOMICS, 2007, 89 (05) :647-653
[7]   Mutation spectrum revealed by breakpoint sequencing of human germline CNVs [J].
Conrad, Donald F. ;
Bird, Christine ;
Blackburne, Ben ;
Lindsay, Sarah ;
Mamanova, Lira ;
Lee, Charles ;
Turner, Daniel J. ;
Hurles, Matthew E. .
NATURE GENETICS, 2010, 42 (05) :385-U43
[8]   Origins and functional impact of copy number variation in the human genome [J].
Conrad, Donald F. ;
Pinto, Dalila ;
Redon, Richard ;
Feuk, Lars ;
Gokcumen, Omer ;
Zhang, Yujun ;
Aerts, Jan ;
Andrews, T. Daniel ;
Barnes, Chris ;
Campbell, Peter ;
Fitzgerald, Tomas ;
Hu, Min ;
Ihm, Chun Hwa ;
Kristiansson, Kati ;
MacArthur, Daniel G. ;
MacDonald, Jeffrey R. ;
Onyiah, Ifejinelo ;
Pang, Andy Wing Chun ;
Robson, Sam ;
Stirrups, Kathy ;
Valsesia, Armand ;
Walter, Klaudia ;
Wei, John ;
Tyler-Smith, Chris ;
Carter, Nigel P. ;
Lee, Charles ;
Scherer, Stephen W. ;
Hurles, Matthew E. .
NATURE, 2010, 464 (7289) :704-712
[9]   Genome-wide association study of CNVs in 16,000 cases of eight common diseases and 3,000 shared controls [J].
Craddock, Nick ;
Hurles, Matthew E. ;
Cardin, Niall ;
Pearson, Richard D. ;
Plagnol, Vincent ;
Robson, Samuel ;
Vukcevic, Damjan ;
Barnes, Chris ;
Conrad, Donald F. ;
Giannoulatou, Eleni ;
Holmes, Chris ;
Marchini, Jonathan L. ;
Stirrups, Kathy ;
Tobin, Martin D. ;
Wain, Louise V. ;
Yau, Chris ;
Aerts, Jan ;
Ahmad, Tariq ;
Andrews, T. Daniel ;
Arbury, Hazel ;
Attwood, Anthony ;
Auton, Adam ;
Ball, Stephen G. ;
Balmforth, Anthony J. ;
Barrett, Jeffrey C. ;
Barroso, Ines ;
Barton, Anne ;
Bennett, Amanda J. ;
Bhaskar, Sanjeev ;
Blaszczyk, Katarzyna ;
Bowes, John ;
Brand, Oliver J. ;
Braund, Peter S. ;
Bredin, Francesca ;
Breen, Gerome ;
Brown, Morris J. ;
Bruce, Ian N. ;
Bull, Jaswinder ;
Burren, Oliver S. ;
Burton, John ;
Byrnes, Jake ;
Caesar, Sian ;
Clee, Chris M. ;
Coffey, Alison J. ;
Connell, John M. C. ;
Cooper, Jason D. ;
Dominiczak, Anna F. ;
Downes, Kate ;
Drummond, Hazel E. ;
Dudakia, Darshna .
NATURE, 2010, 464 (7289) :713-U86
[10]   The pitfalls of platform comparison: DNA copy number array technologies assessed [J].
Curtis, Christina ;
Lynch, Andy G. ;
Dunning, Mark J. ;
Spiteri, Inmaculada ;
Marioni, John C. ;
Hadfield, James ;
Chin, Suet-Feung ;
Brenton, James D. ;
Tavare, Simon ;
Caldas, Carlos .
BMC GENOMICS, 2009, 10