High-throughput discovery of rare insertions and deletions in large cohorts

被引:42
作者
Vallania, Francesco L. M. [1 ]
Druley, Todd E. [1 ]
Ramos, Enrique [1 ]
Wang, Jue [1 ]
Borecki, Ingrid [1 ]
Province, Michael [1 ]
Mitra, Robi D. [1 ]
机构
[1] Washington Univ, Sch Med, Dept Genet, Ctr Genome Sci & Syst Biol, St Louis, MO 63108 USA
关键词
COLORECTAL ADENOMAS; VARIANTS; DNA; SUSCEPTIBILITY; HYPOTHESIS; CONTRIBUTE; MUTATIONS; EVOLUTION; DISEASES; GENOME;
D O I
10.1101/gr.109157.110
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
Pooled-DNA sequencing strategies enable fast, accurate, and cost-effect detection of rare variants, but current approaches are not able to accurately identify short insertions and deletions (indels), despite their pivotal role in genetic disease. Furthermore, the sensitivity and specificity of these methods depend on arbitrary, user-selected significance thresholds, whose optimal values change from experiment to experiment. Here, we present a combined experimental and computational strategy that combines a synthetically engineered DNA library inserted in each run and a new computational approach named SPLINTER that detects and quantifies short indels and substitutions in large pools. SPLINTER integrates information from the synthetic library to select the optimal significance thresholds for every experiment. We show that SPLINTER detects indels (up to 4 bp) and substitutions in large pools with high sensitivity and specificity, accurately quantifies variant frequency (r = 0.999), and compares favorably with existing algorithms for the analysis of pooled sequencing data. We applied our approach to analyze a cohort of 1152 individuals, identifying 48 variants and validating 14 of 14 (100%) predictions by individual genotyping. Thus, our strategy provides a novel and sensitive method that will speed the discovery of novel disease-causing rare variants.
引用
收藏
页码:1711 / 1718
页数:8
相关论文
共 26 条
[1]   Medical sequencing at the extremes of human body mass [J].
Ahituv, Nadav ;
Kavaslar, Nihan ;
Schackwitz, Wendy ;
Ustaszewska, Anna ;
Martin, Joel ;
Hebert, Sybil ;
Doelle, Heather ;
Ersoy, Baran ;
Kryukov, Gregory ;
Schmidt, Steffen ;
Yosef, Nir ;
Ruppin, Eytan ;
Sharan, Roded ;
Vaisse, Christian ;
Sunyaev, Shamil ;
Dent, Robert ;
Cohen, Jonathan ;
McPherson, Ruth ;
Pennacchio, Len A. .
AMERICAN JOURNAL OF HUMAN GENETICS, 2007, 80 (04) :779-791
[2]   Genome evolution and adaptation in a long-term experiment with Escherichia coli [J].
Barrick, Jeffrey E. ;
Yu, Dong Su ;
Yoon, Sung Ho ;
Jeong, Haeyoung ;
Oh, Tae Kwang ;
Schneider, Dominique ;
Lenski, Richard E. ;
Kim, Jihyun F. .
NATURE, 2009, 461 (7268) :1243-U74
[3]   Experimental evolution of bet hedging [J].
Beaumont, Hubertus J. E. ;
Gallie, Jenna ;
Kost, Christian ;
Ferguson, Gayle C. ;
Rainey, Paul B. .
NATURE, 2009, 462 (7269) :90-U97
[4]   Multiple rare Alleles contribute to low plasma levels of HDL cholesterol [J].
Cohen, JC ;
Kiss, RS ;
Pertsemlidis, A ;
Marcel, YL ;
McPherson, R ;
Hobbs, HH .
SCIENCE, 2004, 305 (5685) :869-872
[5]  
Druley TE, 2009, NAT METHODS, V6, P263, DOI [10.1038/NMETH.1307, 10.1038/nmeth.1307]
[6]   DNA Sudoku-harnessing high-throughput sequencing for multiplexed specimen analysis [J].
Erlich, Yaniv ;
Chang, Kenneth ;
Gordon, Assaf ;
Ronen, Roy ;
Navon, Oron ;
Rooks, Michelle ;
Hannon, Gregory J. .
GENOME RESEARCH, 2009, 19 (07) :1243-1253
[7]   Rare variant hypothesis for multifactorial inheritance - Susceptibility to colorectal adenomas as a model [J].
Fearnhead, NS ;
Winney, B ;
Bodmer, WF .
CELL CYCLE, 2005, 4 (04) :521-525
[8]   Multiple rare variants in different genes account for multifactorial inherited susceptibility to colorectal adenomas [J].
Fearnhead, NS ;
Wilding, JL ;
Winney, B ;
Tonks, S ;
Bartlett, S ;
Bicknell, DC ;
Tomlinson, IPM ;
Mortensen, NJM ;
Bodmer, WF .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2004, 101 (45) :15992-15997
[9]   Common Genetic Variation and Human Traits [J].
Goldstein, David B. .
NEW ENGLAND JOURNAL OF MEDICINE, 2009, 360 (17) :1696-1698
[10]   Rare independent mutations in renal salt handling genes contribute to blood pressure variation [J].
Ji, Weizhen ;
Foo, Jia Nee ;
O'Roak, Brian J. ;
Zhao, Hongyu ;
Larson, Martin G. ;
Simon, David B. ;
Newton-Cheh, Christopher ;
State, Matthew W. ;
Levy, Daniel ;
Lifton, Richard P. .
NATURE GENETICS, 2008, 40 (05) :592-599