Literature DB >> 19170134

Genotype-based matching to correct for population stratification in large-scale case-control genetic association studies.

Weihua Guan1, Liming Liang, Michael Boehnke, Gonçalo R Abecasis.   

Abstract

Genome-wide association studies are helping to dissect the etiology of complex diseases. Although case-control association tests are generally more powerful than family-based association tests, population stratification can lead to spurious disease-marker association or mask a true association. Several methods have been proposed to match cases and controls prior to genotyping, using family information or epidemiological data, or using genotype data for a modest number of genetic markers. Here, we describe a genetic similarity score matching (GSM) method for efficient matched analysis of cases and controls in a genome-wide or large-scale candidate gene association study. GSM comprises three steps: (1) calculating similarity scores for pairs of individuals using the genotype data; (2) matching sets of cases and controls based on the similarity scores so that matched cases and controls have similar genetic background; and (3) using conditional logistic regression to perform association tests. Through computer simulation we show that GSM correctly controls false-positive rates and improves power to detect true disease predisposing variants. We compare GSM to genomic control using computer simulations, and find improved power using GSM. We suggest that initial matching of cases and controls prior to genotyping combined with careful re-matching after genotyping is a method of choice for genome-wide association studies.

Entities:  

Mesh:

Year:  2009        PMID: 19170134      PMCID: PMC2732762          DOI: 10.1002/gepi.20403

Source DB:  PubMed          Journal:  Genet Epidemiol        ISSN: 0741-0395            Impact factor:   2.135


  25 in total

1.  Association mapping in structured populations.

Authors:  J K Pritchard; M Stephens; N A Rosenberg; P Donnelly
Journal:  Am J Hum Genet       Date:  2000-05-26       Impact factor: 11.025

2.  Genomic control for association studies.

Authors:  B Devlin; K Roeder
Journal:  Biometrics       Date:  1999-12       Impact factor: 2.571

3.  Assessing the impact of population stratification on genetic association studies.

Authors:  Matthew L Freedman; David Reich; Kathryn L Penney; Gavin J McDonald; Andre A Mignault; Nick Patterson; Stacey B Gabriel; Eric J Topol; Jordan W Smoller; Carlos N Pato; Michele T Pato; Tracey L Petryshen; Laurence N Kolonel; Eric S Lander; Pamela Sklar; Brian Henderson; Joel N Hirschhorn; David Altshuler
Journal:  Nat Genet       Date:  2004-03-28       Impact factor: 38.330

4.  Robustness of case-control studies of genetic factors to population stratification: magnitude of bias and type I error.

Authors:  Myriam Khlat; Marie-Hélène Cazes; Emmanuelle Génin; Marguerite Guiguet
Journal:  Cancer Epidemiol Biomarkers Prev       Date:  2004-10       Impact factor: 4.254

5.  GENOME: a rapid coalescent-based whole genome simulator.

Authors:  Liming Liang; Sebastian Zöllner; Gonçalo R Abecasis
Journal:  Bioinformatics       Date:  2007-04-25       Impact factor: 6.937

6.  On the use of general control samples for genome-wide association studies: genetic matching highlights causal variants.

Authors:  Diana Luca; Steven Ringquist; Lambertus Klei; Ann B Lee; Christian Gieger; H-Erich Wichmann; Stefan Schreiber; Michael Krawczak; Ying Lu; Alexis Styche; Bernie Devlin; Kathryn Roeder; Massimo Trucco
Journal:  Am J Hum Genet       Date:  2008-01-24       Impact factor: 11.025

7.  A randomization test for controlling population stratification in whole-genome association studies.

Authors:  Gad Kimmel; Michael I Jordan; Eran Halperin; Ron Shamir; Richard M Karp
Journal:  Am J Hum Genet       Date:  2007-09-12       Impact factor: 11.025

8.  The number of heterozygous nucleotide sites maintained in a finite population due to steady flux of mutations.

Authors:  M Kimura
Journal:  Genetics       Date:  1969-04       Impact factor: 4.562

9.  Population subdivision with respect to multiple alleles.

Authors:  C C Li
Journal:  Ann Hum Genet       Date:  1969-07       Impact factor: 1.670

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

View more
  29 in total

1.  Replication in genome-wide association studies.

Authors:  Peter Kraft; Eleftheria Zeggini; John P A Ioannidis
Journal:  Stat Sci       Date:  2009-11-01       Impact factor: 2.901

Review 2.  Overview of techniques to account for confounding due to population stratification and cryptic relatedness in genomic data association analyses.

Authors:  M J Sillanpää
Journal:  Heredity (Edinb)       Date:  2010-07-14       Impact factor: 3.821

3.  Using ancestry matching to combine family-based and unrelated samples for genome-wide association studies.

Authors:  Andrew Crossett; Brian P Kent; Lambertus Klei; Steven Ringquist; Massimo Trucco; Kathryn Roeder; Bernie Devlin
Journal:  Stat Med       Date:  2010-12-10       Impact factor: 2.373

4.  Optimal matching with minimal deviation from fine balance in a study of obesity and surgical outcomes.

Authors:  Dan Yang; Dylan S Small; Jeffrey H Silber; Paul R Rosenbaum
Journal:  Biometrics       Date:  2011-10-18       Impact factor: 2.571

5.  Adjusting for population stratification in a fine scale with principal components and sequencing data.

Authors:  Yiwei Zhang; Xiaotong Shen; Wei Pan
Journal:  Genet Epidemiol       Date:  2013-10-05       Impact factor: 2.135

6.  Variance component model to account for sample structure in genome-wide association studies.

Authors:  Hyun Min Kang; Jae Hoon Sul; Susan K Service; Noah A Zaitlen; Sit-Yee Kong; Nelson B Freimer; Chiara Sabatti; Eleazar Eskin
Journal:  Nat Genet       Date:  2010-03-07       Impact factor: 38.330

7.  Using principal components of genetic variation for robust and powerful detection of gene-gene interactions in case-control and case-only studies.

Authors:  Samsiddhi Bhattacharjee; Zhaoming Wang; Julia Ciampa; Peter Kraft; Stephen Chanock; Kai Yu; Nilanjan Chatterjee
Journal:  Am J Hum Genet       Date:  2010-03-04       Impact factor: 11.025

8.  Adjustment for population stratification via principal components in association analysis of rare variants.

Authors:  Yiwei Zhang; Weihua Guan; Wei Pan
Journal:  Genet Epidemiol       Date:  2012-10-12       Impact factor: 2.135

9.  Population based allele frequencies of disease associated polymorphisms in the Personalized Medicine Research Project.

Authors:  Deanna S Cross; Lynn C Ivacic; Elisha L Stefanski; Catherine A McCarty
Journal:  BMC Genet       Date:  2010-06-17       Impact factor: 2.797

10.  Robust tests for matched case-control genetic association studies.

Authors:  Yong Zang; Wing Kam Fung
Journal:  BMC Genet       Date:  2010-10-12       Impact factor: 2.797

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.