Literature DB >> 21460063

Low-coverage sequencing: implications for design of complex trait association studies.

Yun Li1, Carlo Sidore, Hyun Min Kang, Michael Boehnke, Gonçalo R Abecasis.   

Abstract

New sequencing technologies allow genomic variation to be surveyed in much greater detail than previously possible. While detailed analysis of a single individual typically requires deep sequencing, when many individuals are sequenced it is possible to combine shallow sequence data across individuals to generate accurate calls in shared stretches of chromosome. Here, we show that, as progressively larger numbers of individuals are sequenced, increasingly accurate genotype calls can be generated for a given sequence depth. We evaluate the implications of low-coverage sequencing for complex trait association studies. We systematically compare study designs based on genotyping of tagSNPs, sequencing of many individuals at depths ranging between 2× and 30×, and imputation of variants discovered by sequencing a subset of individuals into the remainder of the sample. We show that sequencing many individuals at low depth is an attractive strategy for studies of complex trait genetics. For example, for disease-associated variants with frequency >0.2%, sequencing 3000 individuals at 4× depth provides similar power to deep sequencing of >2000 individuals at 30× depth but requires only ~20% of the sequencing effort. We also show low-coverage sequencing can be used to build a reference panel that can drive imputation into additional samples to increase power further. We provide guidance for investigators wishing to combine results from sequenced, genotyped, and imputed samples.

Mesh:

Year:  2011        PMID: 21460063      PMCID: PMC3106327          DOI: 10.1101/gr.117259.110

Source DB:  PubMed          Journal:  Genome Res        ISSN: 1088-9051            Impact factor:   9.043


  38 in total

1.  Patterns of nucleotide substitution, insertion and deletion in the human genome inferred from pseudogenes.

Authors:  Zhaolei Zhang; Mark Gerstein
Journal:  Nucleic Acids Res       Date:  2003-09-15       Impact factor: 16.971

2.  SNP detection and genotyping from low-coverage sequencing data on multiple diploid samples.

Authors:  Si Quang Le; Richard Durbin
Journal:  Genome Res       Date:  2010-10-27       Impact factor: 9.043

3.  Calibrating a coalescent simulation of human genome sequence variation.

Authors:  Stephen F Schaffner; Catherine Foo; Stacey Gabriel; David Reich; Mark J Daly; David Altshuler
Journal:  Genome Res       Date:  2005-11       Impact factor: 9.043

4.  Genome sequencing in microfabricated high-density picolitre reactors.

Authors:  Marcel Margulies; Michael Egholm; William E Altman; Said Attiya; Joel S Bader; Lisa A Bemben; Jan Berka; Michael S Braverman; Yi-Ju Chen; Zhoutao Chen; Scott B Dewell; Lei Du; Joseph M Fierro; Xavier V Gomes; Brian C Godwin; Wen He; Scott Helgesen; Chun Heen Ho; Chun He Ho; Gerard P Irzyk; Szilveszter C Jando; Maria L I Alenquer; Thomas P Jarvie; Kshama B Jirage; Jong-Bum Kim; James R Knight; Janna R Lanza; John H Leamon; Steven M Lefkowitz; Ming Lei; Jing Li; Kenton L Lohman; Hong Lu; Vinod B Makhijani; Keith E McDade; Michael P McKenna; Eugene W Myers; Elizabeth Nickerson; John R Nobile; Ramona Plant; Bernard P Puc; Michael T Ronan; George T Roth; Gary J Sarkis; Jan Fredrik Simons; John W Simpson; Maithreyan Srinivasan; Karrie R Tartaro; Alexander Tomasz; Kari A Vogt; Greg A Volkmer; Shally H Wang; Yong Wang; Michael P Weiner; Pengguang Yu; Richard F Begley; Jonathan M Rothberg
Journal:  Nature       Date:  2005-07-31       Impact factor: 49.962

5.  Joint analysis is more efficient than replication-based analysis for two-stage genome-wide association studies.

Authors:  Andrew D Skol; Laura J Scott; Gonçalo R Abecasis; Michael Boehnke
Journal:  Nat Genet       Date:  2006-01-15       Impact factor: 38.330

Review 6.  Whole-genome re-sequencing.

Authors:  David R Bentley
Journal:  Curr Opin Genet Dev       Date:  2006-10-18       Impact factor: 5.578

Review 7.  Next-generation DNA sequencing methods.

Authors:  Elaine R Mardis
Journal:  Annu Rev Genomics Hum Genet       Date:  2008       Impact factor: 8.929

Review 8.  Genome-wide association studies for complex traits: consensus, uncertainty and challenges.

Authors:  Mark I McCarthy; Gonçalo R Abecasis; Lon R Cardon; David B Goldstein; Julian Little; John P A Ioannidis; Joel N Hirschhorn
Journal:  Nat Rev Genet       Date:  2008-05       Impact factor: 53.242

Review 9.  Linkage disequilibrium in humans: models and data.

Authors:  J K Pritchard; M Przeworski
Journal:  Am J Hum Genet       Date:  2001-06-14       Impact factor: 11.025

10.  A second generation human haplotype map of over 3.1 million SNPs.

Authors:  Kelly A Frazer; Dennis G Ballinger; David R Cox; David A Hinds; Laura L Stuve; Richard A Gibbs; John W Belmont; Andrew Boudreau; Paul Hardenbol; Suzanne M Leal; Shiran Pasternak; David A Wheeler; Thomas D Willis; Fuli Yu; Huanming Yang; Changqing Zeng; Yang Gao; Haoran Hu; Weitao Hu; Chaohua Li; Wei Lin; Siqi Liu; Hao Pan; Xiaoli Tang; Jian Wang; Wei Wang; Jun Yu; Bo Zhang; Qingrun Zhang; Hongbin Zhao; Hui Zhao; Jun Zhou; Stacey B Gabriel; Rachel Barry; Brendan Blumenstiel; Amy Camargo; Matthew Defelice; Maura Faggart; Mary Goyette; Supriya Gupta; Jamie Moore; Huy Nguyen; Robert C Onofrio; Melissa Parkin; Jessica Roy; Erich Stahl; Ellen Winchester; Liuda Ziaugra; David Altshuler; Yan Shen; Zhijian Yao; Wei Huang; Xun Chu; Yungang He; Li Jin; Yangfan Liu; Yayun Shen; Weiwei Sun; Haifeng Wang; Yi Wang; Ying Wang; Xiaoyan Xiong; Liang Xu; Mary M Y Waye; Stephen K W Tsui; Hong Xue; J Tze-Fei Wong; Luana M Galver; Jian-Bing Fan; Kevin Gunderson; Sarah S Murray; Arnold R Oliphant; Mark S Chee; Alexandre Montpetit; Fanny Chagnon; Vincent Ferretti; Martin Leboeuf; Jean-François Olivier; Michael S Phillips; Stéphanie Roumy; Clémentine Sallée; Andrei Verner; Thomas J Hudson; Pui-Yan Kwok; Dongmei Cai; Daniel C Koboldt; Raymond D Miller; Ludmila Pawlikowska; Patricia Taillon-Miller; Ming Xiao; Lap-Chee Tsui; William Mak; You Qiang Song; Paul K H Tam; Yusuke Nakamura; Takahisa Kawaguchi; Takuya Kitamoto; Takashi Morizono; Atsushi Nagashima; Yozo Ohnishi; Akihiro Sekine; Toshihiro Tanaka; Tatsuhiko Tsunoda; Panos Deloukas; Christine P Bird; Marcos Delgado; Emmanouil T Dermitzakis; Rhian Gwilliam; Sarah Hunt; Jonathan Morrison; Don Powell; Barbara E Stranger; Pamela Whittaker; David R Bentley; Mark J Daly; Paul I W de Bakker; Jeff Barrett; Yves R Chretien; Julian Maller; Steve McCarroll; Nick Patterson; Itsik Pe'er; Alkes Price; Shaun Purcell; Daniel J Richter; Pardis Sabeti; Richa Saxena; Stephen F Schaffner; Pak C Sham; Patrick Varilly; David Altshuler; Lincoln D Stein; Lalitha Krishnan; Albert Vernon Smith; Marcela K Tello-Ruiz; Gudmundur A Thorisson; Aravinda Chakravarti; Peter E Chen; David J Cutler; Carl S Kashuk; Shin Lin; Gonçalo R Abecasis; Weihua Guan; Yun Li; Heather M Munro; Zhaohui Steve Qin; Daryl J Thomas; Gilean McVean; Adam Auton; Leonardo Bottolo; Niall Cardin; Susana Eyheramendy; Colin Freeman; Jonathan Marchini; Simon Myers; Chris Spencer; Matthew Stephens; Peter Donnelly; Lon R Cardon; Geraldine Clarke; David M Evans; Andrew P Morris; Bruce S Weir; Tatsuhiko Tsunoda; James C Mullikin; Stephen T Sherry; Michael Feolo; Andrew Skol; Houcan Zhang; Changqing Zeng; Hui Zhao; Ichiro Matsuda; Yoshimitsu Fukushima; Darryl R Macer; Eiko Suda; Charles N Rotimi; Clement A Adebamowo; Ike Ajayi; Toyin Aniagwu; Patricia A Marshall; Chibuzor Nkwodimmah; Charmaine D M Royal; Mark F Leppert; Missy Dixon; Andy Peiffer; Renzong Qiu; Alastair Kent; Kazuto Kato; Norio Niikawa; Isaac F Adewole; Bartha M Knoppers; Morris W Foster; Ellen Wright Clayton; Jessica Watkin; Richard A Gibbs; John W Belmont; Donna Muzny; Lynne Nazareth; Erica Sodergren; George M Weinstock; David A Wheeler; Imtaz Yakub; Stacey B Gabriel; Robert C Onofrio; Daniel J Richter; Liuda Ziaugra; Bruce W Birren; Mark J Daly; David Altshuler; Richard K Wilson; Lucinda L Fulton; Jane Rogers; John Burton; Nigel P Carter; Christopher M Clee; Mark Griffiths; Matthew C Jones; Kirsten McLay; Robert W Plumb; Mark T Ross; Sarah K Sims; David L Willey; Zhu Chen; Hua Han; Le Kang; Martin Godbout; John C Wallenburg; Paul L'Archevêque; Guy Bellemare; Koji Saeki; Hongguang Wang; Daochang An; Hongbo Fu; Qing Li; Zhen Wang; Renwu Wang; Arthur L Holden; Lisa D Brooks; Jean E McEwen; Mark S Guyer; Vivian Ota Wang; Jane L Peterson; Michael Shi; Jack Spiegel; Lawrence M Sung; Lynn F Zacharia; Francis S Collins; Karen Kennedy; Ruth Jamieson; John Stewart
Journal:  Nature       Date:  2007-10-18       Impact factor: 49.962

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  153 in total

1.  Performance of genotype imputations using data from the 1000 Genomes Project.

Authors:  Yun Ju Sung; Lihua Wang; Tuomo Rankinen; Claude Bouchard; D C Rao
Journal:  Hum Hered       Date:  2011-12-30       Impact factor: 0.444

2.  Family-based association tests using genotype data with uncertainty.

Authors:  Zhaoxia Yu
Journal:  Biostatistics       Date:  2011-12-08       Impact factor: 5.899

3.  Genotype calling from next-generation sequencing data using haplotype information of reads.

Authors:  Degui Zhi; Jihua Wu; Nianjun Liu; Kui Zhang
Journal:  Bioinformatics       Date:  2012-01-27       Impact factor: 6.937

4.  Genotype imputation for African Americans using data from HapMap phase II versus 1000 genomes projects.

Authors:  Yun J Sung; C Charles Gu; Hemant K Tiwari; Donna K Arnett; Ulrich Broeckel; Dabeeru C Rao
Journal:  Genet Epidemiol       Date:  2012-05-29       Impact factor: 2.135

5.  Correcting for Sample Contamination in Genotype Calling of DNA Sequence Data.

Authors:  Matthew Flickinger; Goo Jun; Gonçalo R Abecasis; Michael Boehnke; Hyun Min Kang
Journal:  Am J Hum Genet       Date:  2015-07-30       Impact factor: 11.025

6.  Imputing Genotypes in Biallelic Populations from Low-Coverage Sequence Data.

Authors:  Christopher A Fragoso; Christopher Heffelfinger; Hongyu Zhao; Stephen L Dellaporta
Journal:  Genetics       Date:  2015-12-29       Impact factor: 4.562

Review 7.  Introduction to deep sequencing and its application to drug addiction research with a focus on rare variants.

Authors:  Shaolin Wang; Zhongli Yang; Jennie Z Ma; Thomas J Payne; Ming D Li
Journal:  Mol Neurobiol       Date:  2013-08-30       Impact factor: 5.590

8.  Genome-Wide Association Study of Post-Traumatic Stress Disorder in Two High-Risk Populations.

Authors:  Whitney E Melroy-Greif; Kirk C Wilhelmsen; Rachel Yehuda; Cindy L Ehlers
Journal:  Twin Res Hum Genet       Date:  2017-03-06       Impact factor: 1.587

9.  Imputation of coding variants in African Americans: better performance using data from the exome sequencing project.

Authors:  Qing Duan; Eric Yi Liu; Paul L Auer; Guosheng Zhang; Ethan M Lange; Goo Jun; Chris Bizon; Shuo Jiao; Steven Buyske; Nora Franceschini; Chris S Carlson; Li Hsu; Alex P Reiner; Ulrike Peters; Jeffrey Haessler; Keith Curtis; Christina L Wassel; Jennifer G Robinson; Lisa W Martin; Christopher A Haiman; Loic Le Marchand; Tara C Matise; Lucia A Hindorff; Dana C Crawford; Themistocles L Assimes; Hyun Min Kang; Gerardo Heiss; Rebecca D Jackson; Charles Kooperberg; James G Wilson; Gonçalo R Abecasis; Kari E North; Deborah A Nickerson; Leslie A Lange; Yun Li
Journal:  Bioinformatics       Date:  2013-08-16       Impact factor: 6.937

10.  Whole genome sequence association and ancestry-informed polygenic profile of EEG alpha in a Native American population.

Authors:  Qian Peng; Nicholas J Schork; Kirk C Wilhelmsen; Cindy L Ehlers
Journal:  Am J Med Genet B Neuropsychiatr Genet       Date:  2017-04-24       Impact factor: 3.568

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