Sensitive and accurate detection of copy number variants using read depth of coverage

被引:430
作者
Yoon, Seungtai [2 ]
Xuan, Zhenyu [2 ]
Makarov, Vladimir [2 ]
Ye, Kenny [1 ]
Sebat, Jonathan [2 ]
机构
[1] Albert Einstein Coll Med, Bronx, NY 10461 USA
[2] Cold Spring Harbor Lab, Cold Spring Harbor, NY 11724 USA
关键词
HIDDEN-MARKOV MODEL; SNP GENOTYPING DATA; HUMAN GENOME; STRUCTURAL VARIATION; MICROARRAY ANALYSIS; SCHIZOPHRENIA; CHROMOSOMES; REVEALS; DISEASE;
D O I
10.1101/gr.092981.109
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
Methods for the direct detection of copy number variation (CNV) genome-wide have become effective instruments for identifying genetic risk factors for disease. The application of next-generation sequencing platforms to genetic studies promises to improve sensitivity to detect CNVs as well as inversions, indels, and SNPs. New computational approaches are needed to systematically detect these variants from genome sequence data. Existing sequence-based approaches for CNV detection are primarily based on paired-end read mapping (PEM) as reported previously by Tuzun et al. and Korbel et al. Due to limitations of the PEM approach, some classes of CNVs are difficult to ascertain, including large insertions and variants located within complex genomic regions. To overcome these limitations, we developed a method for CNV detection using read depth of coverage. Event-wise testing (EWT) is a method based on significance testing. In contrast to standard segmentation algorithms that typically operate by performing likelihood evaluation for every point in the genome, EWT works on intervals of data points, rapidly searching for specific classes of events. Overall false-positive rate is controlled by testing the significance of each possible event and adjusting for multiple testing. Deletions and duplications detected in an individual genome by EWT are examined across multiple genomes to identify polymorphism between individuals. We estimated error rates using simulations based on real data, and we applied EWT to the analysis of chromosome 1 from paired-end shotgun sequence data (30x) on five individuals. Our results suggest that analysis of read depth is an effective approach for the detection of CNVs, and it captures structural variants that are refractory to established PEM-based methods.
引用
收藏
页码:1586 / 1592
页数:7
相关论文
共 31 条
  • [1] Genomic microarrays in human genetic disease and cancer
    Albertson, DG
    Pinkel, D
    [J]. HUMAN MOLECULAR GENETICS, 2003, 12 : R145 - R152
  • [2] Accurate whole human genome sequencing using reversible terminator chemistry
    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
    [J]. NATURE, 2008, 456 (7218) : 53 - 59
  • [3] wuHMM: a robust algorithm to detect DNA copy number variation using long oligonucleotide microarray data
    Cahan, Patrick
    Godfrey, Laura E.
    Eis, Peggy S.
    Richmond, Todd A.
    Selzer, Rebecca R.
    Brent, Michael
    McLeod, Howard L.
    Ley, Timothy J.
    Graubert, Timothy A.
    [J]. NUCLEIC ACIDS RESEARCH, 2008, 36 (07)
  • [4] QuantiSNP: an Objective Bayes Hidden-Markov Model to detect and accurately map copy number variation using SNP genotyping data
    Colella, Stefano
    Yau, Christopher
    Taylor, Jennifer M.
    Mirza, Ghazala
    Butler, Helen
    Clouston, Penny
    Bassett, Anne S.
    Seller, Anneke
    Holmes, Christopher C.
    Ragoussis, Jiannis
    [J]. NUCLEIC ACIDS RESEARCH, 2007, 35 (06) : 2013 - 2025
  • [5] Systematic assessment of copy number variant detection via genome-wide SNP genotyping
    Cooper, Gregory M.
    Zerr, Troy
    Kidd, Jeffrey M.
    Eichler, Evan E.
    Nickerson, Deborah A.
    [J]. NATURE GENETICS, 2008, 40 (10) : 1199 - 1203
  • [6] Structural variants: changing the landscape of chromosomes and design of disease studies
    Feuk, L
    Marshall, CR
    Wintle, RF
    Scherer, SW
    [J]. HUMAN MOLECULAR GENETICS, 2006, 15 : R57 - R66
  • [7] Structural variation in the human genome
    Feuk, L
    Carson, AR
    Scherer, SW
    [J]. NATURE REVIEWS GENETICS, 2006, 7 (02) : 85 - 97
  • [8] Detection of large-scale variation in the human genome
    Iafrate, AJ
    Feuk, L
    Rivera, MN
    Listewnik, ML
    Donahoe, PK
    Qi, Y
    Scherer, SW
    Lee, C
    [J]. NATURE GENETICS, 2004, 36 (09) : 949 - 951
  • [9] Mapping and sequencing of structural variation from eight human genomes (Reprinted from Nature, vol 453, pg 56-64, 2008)
    Kidd, Jeffrey M.
    Cooper, Gregory M.
    Donahue, William F.
    Hayden, Hillary S.
    Sampas, Nick
    Graves, Tina
    Hansen, Nancy
    Teague, Brian
    Alkan, Can
    Antonacci, Francesca
    Haugen, Eric
    Zerr, Troy
    Yamada, N. Alice
    Tsang, Peter
    Newman, Tera L.
    Tuzun, Eray
    Cheng, Ze
    Ebling, Heather M.
    Tusneem, Nadeem
    David, Robert
    Gillett, Will
    Phelps, Karen A.
    Weaver, Molly
    Saranga, David
    Brand, Adrianne
    Tao, Wei
    Gustafson, Erik
    McKernan, Kevin
    Chen, Lin
    Malig, Maika
    Smith, Joshua D.
    Korn, Joshua M.
    McCarroll, Steven A.
    Altshuler, David A.
    Peiffer, Daniel A.
    Dorschner, Michael
    Stamatoyannopoulos, John
    Schwartz, David
    Nickerson, Deborah A.
    Mullikin, James C.
    Wilson, Richard K.
    Bruhn, Laurakay
    Olson, Maynard V.
    Kaul, Rajinder
    Smith, Douglas R.
    Eichler, Evan E.
    [J]. NATURE GENETICS, 2009, : S22 - S30
  • [10] Comparative genome hybridization suggests a role for NRXN1 and APBA2 in schizophrenia
    Kirov, George
    Gumus, Dilihan
    Chen, Wei
    Norton, Nadine
    Georgieva, Lyudmila
    Sari, Murat
    O'Donovan, Michael C.
    Erdogan, Fikret
    Owen, Michael J.
    Ropers, Hans-Hilger
    Ullmann, Reinhard
    [J]. HUMAN MOLECULAR GENETICS, 2008, 17 (03) : 458 - 465