Literature DB >> 22851474

Genotype imputation of Metabochip SNPs using a study-specific reference panel of ~4,000 haplotypes in African Americans from the Women's Health Initiative.

Eric Yi Liu1, Steven Buyske, Aaron K Aragaki, Ulrike Peters, Eric Boerwinkle, Chris Carlson, Cara Carty, Dana C Crawford, Jeff Haessler, Lucia A Hindorff, Loic Le Marchand, Teri A Manolio, Tara Matise, Wei Wang, Charles Kooperberg, Kari E North, Yun Li.   

Abstract

Genetic imputation has become standard practice in modern genetic studies. However, several important issues have not been adequately addressed including the utility of study-specific reference, performance in admixed populations, and quality for less common (minor allele frequency [MAF] 0.005-0.05) and rare (MAF < 0.005) variants. These issues only recently became addressable with genome-wide association studies (GWAS) follow-up studies using dense genotyping or sequencing in large samples of non-European individuals. In this work, we constructed a study-specific reference panel of 3,924 haplotypes using African Americans in the Women's Health Initiative (WHI) genotyped on both the Metabochip and the Affymetrix 6.0 GWAS platform. We used this reference panel to impute into 6,459 WHI SNP Health Association Resource (SHARe) study subjects with only GWAS genotypes. Our analysis confirmed the imputation quality metric Rsq (estimated r(2) , specific to each SNP) as an effective post-imputation filter. We recommend different Rsq thresholds for different MAF categories such that the average (across SNPs) Rsq is above the desired dosage r(2) (squared Pearson correlation between imputed and experimental genotypes). With a desired dosage r(2) of 80%, 99.9% (97.5%, 83.6%, 52.0%, 20.5%) of SNPs with MAF > 0.05 (0.03-0.05, 0.01-0.03, 0.005-0.01, and 0.001-0.005) passed the post-imputation filter. The average dosage r(2) for these SNPs is 94.7%, 92.1%, 89.0%, 83.1%, and 79.7%, respectively. These results suggest that for African Americans imputation of Metabochip SNPs from GWAS data, including low frequency SNPs with MAF 0.005-0.05, is feasible and worthwhile for power increase in downstream association analysis provided a sizable reference panel is available.
© 2012 Wiley Periodicals, Inc.

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Year:  2012        PMID: 22851474      PMCID: PMC3410659          DOI: 10.1002/gepi.21603

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


  38 in total

1.  A note on exact tests of Hardy-Weinberg equilibrium.

Authors:  Janis E Wigginton; David J Cutler; Goncalo R Abecasis
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2.  A haplotype map of the human genome.

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Journal:  Nature       Date:  2005-10-27       Impact factor: 49.962

3.  Principal components analysis corrects for stratification in genome-wide association studies.

Authors:  Alkes L Price; Nick J Patterson; Robert M Plenge; Michael E Weinblatt; Nancy A Shadick; David Reich
Journal:  Nat Genet       Date:  2006-07-23       Impact factor: 38.330

4.  Practical aspects of imputation-driven meta-analysis of genome-wide association studies.

Authors:  Paul I W de Bakker; Manuel A R Ferreira; Xiaoming Jia; Benjamin M Neale; Soumya Raychaudhuri; Benjamin F Voight
Journal:  Hum Mol Genet       Date:  2008-10-15       Impact factor: 6.150

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

6.  Demographic history and rare allele sharing among human populations.

Authors:  Simon Gravel; Brenna M Henn; Ryan N Gutenkunst; Amit R Indap; Gabor T Marth; Andrew G Clark; Fuli Yu; Richard A Gibbs; Carlos D Bustamante
Journal:  Proc Natl Acad Sci U S A       Date:  2011-07-05       Impact factor: 11.205

7.  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

8.  Performance of genotype imputation for rare variants identified in exons and flanking regions of genes.

Authors:  Li Li; Yun Li; Sharon R Browning; Brian L Browning; Andrew J Slater; Xiangyang Kong; Jennifer L Aponte; Vincent E Mooser; Stephanie L Chissoe; John C Whittaker; Matthew R Nelson; Margaret Gelder Ehm
Journal:  PLoS One       Date:  2011-09-19       Impact factor: 3.240

9.  Genome-wide association study of white blood cell count in 16,388 African Americans: the continental origins and genetic epidemiology network (COGENT).

Authors:  Alexander P Reiner; Guillaume Lettre; Michael A Nalls; Santhi K Ganesh; Rasika Mathias; Melissa A Austin; Eric Dean; Sampath Arepalli; Angela Britton; Zhao Chen; David Couper; J David Curb; Charles B Eaton; Myriam Fornage; Struan F A Grant; Tamara B Harris; Dena Hernandez; Naoyuki Kamatini; Brendan J Keating; Michiaki Kubo; Andrea LaCroix; Leslie A Lange; Simin Liu; Kurt Lohman; Yan Meng; Emile R Mohler; Solomon Musani; Yusuke Nakamura; Christopher J O'Donnell; Yukinori Okada; Cameron D Palmer; George J Papanicolaou; Kushang V Patel; Andrew B Singleton; Atsushi Takahashi; Hua Tang; Herman A Taylor; Kent Taylor; Cynthia Thomson; Lisa R Yanek; Lingyao Yang; Elad Ziv; Alan B Zonderman; Aaron R Folsom; Michele K Evans; Yongmei Liu; Diane M Becker; Beverly M Snively; James G Wilson
Journal:  PLoS Genet       Date:  2011-06-30       Impact factor: 5.917

10.  Evaluation of the metabochip genotyping array in African Americans and implications for fine mapping of GWAS-identified loci: the PAGE study.

Authors:  Steven Buyske; Ying Wu; Cara L Carty; Iona Cheng; Themistocles L Assimes; Logan Dumitrescu; Lucia A Hindorff; Sabrina Mitchell; Jose Luis Ambite; Eric Boerwinkle; Petra Buzkova; Chris S Carlson; Barbara Cochran; David Duggan; Charles B Eaton; Megan D Fesinmeyer; Nora Franceschini; Jeffrey Haessler; Nancy Jenny; Hyun Min Kang; Charles Kooperberg; Yi Lin; Loic Le Marchand; Tara C Matise; Jennifer G Robinson; Carlos Rodriguez; Fredrick R Schumacher; Benjamin F Voight; Alicia Young; Teri A Manolio; Karen L Mohlke; Christopher A Haiman; Ulrike Peters; Dana C Crawford; Kari E North
Journal:  PLoS One       Date:  2012-04-23       Impact factor: 3.240

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  43 in total

1.  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

2.  Fine Mapping and Identification of BMI Loci in African Americans.

Authors:  Jian Gong; Fredrick Schumacher; Unhee Lim; Lucia A Hindorff; Jeff Haessler; Steven Buyske; Christopher S Carlson; Stephanie Rosse; Petra Bůžková; Myriam Fornage; Myron Gross; Nathan Pankratz; James S Pankow; Pamela J Schreiner; Richard Cooper; Georg Ehret; C Charles Gu; Denise Houston; Marguerite R Irvin; Rebecca Jackson; Lew Kuller; Brian Henderson; Iona Cheng; Lynne Wilkens; Mark Leppert; Cora E Lewis; Rongling Li; Khanh-Dung H Nguyen; Robert Goodloe; Eric Farber-Eger; Jonathan Boston; Holli H Dilks; Marylyn D Ritchie; Jay Fowke; Loreall Pooler; Misa Graff; Lindsay Fernandez-Rhodes; Barbara Cochrane; Eric Boerwinkle; Charles Kooperberg; Tara C Matise; Loic Le Marchand; Dana C Crawford; Christopher A Haiman; Kari E North; Ulrike Peters
Journal:  Am J Hum Genet       Date:  2013-10-03       Impact factor: 11.025

3.  Analysis of metabolic syndrome components in >15 000 african americans identifies pleiotropic variants: results from the population architecture using genomics and epidemiology study.

Authors:  Cara L Carty; Samsiddhi Bhattacharjee; Jeff Haessler; Iona Cheng; Lucia A Hindorff; Vanita Aroda; Christopher S Carlson; Chun-Nan Hsu; Lynne Wilkens; Simin Liu; Elizabeth Selvin; Rebecca Jackson; Kari E North; Ulrike Peters; James S Pankow; Nilanjan Chatterjee; Charles Kooperberg
Journal:  Circ Cardiovasc Genet       Date:  2014-07-14

4.  Integrative analysis of sequencing and array genotype data for discovering disease associations with rare mutations.

Authors:  Yi-Juan Hu; Yun Li; Paul L Auer; Dan-Yu Lin
Journal:  Proc Natl Acad Sci U S A       Date:  2015-01-12       Impact factor: 11.205

5.  Fine-mapping of lipid regions in global populations discovers ethnic-specific signals and refines previously identified lipid loci.

Authors:  Niha Zubair; Mariaelisa Graff; Jose Luis Ambite; William S Bush; Gleb Kichaev; Yingchang Lu; Ani Manichaikul; Wayne H-H Sheu; Devin Absher; Themistocles L Assimes; Suzette J Bielinski; Erwin P Bottinger; Petra Buzkova; Lee-Ming Chuang; Ren-Hua Chung; Barbara Cochran; Logan Dumitrescu; Omri Gottesman; Jeffrey W Haessler; Christopher Haiman; Gerardo Heiss; Chao A Hsiung; Yi-Jen Hung; Chii-Min Hwu; Jyh-Ming J Juang; Loic Le Marchand; I-Te Lee; Wen-Jane Lee; Li-An Lin; Danyu Lin; Shih-Yi Lin; Rachel H Mackey; Lisa W Martin; Bogdan Pasaniuc; Ulrike Peters; Irene Predazzi; Thomas Quertermous; Alex P Reiner; Jennifer Robinson; Jerome I Rotter; Kelli K Ryckman; Pamela J Schreiner; Eli Stahl; Ran Tao; Michael Y Tsai; Lindsay L Waite; Tzung-Dau Wang; Steven Buyske; Yii-Der Ida Chen; Iona Cheng; Dana C Crawford; Ruth J F Loos; Stephen S Rich; Myriam Fornage; Kari E North; Charles Kooperberg; Cara L Carty
Journal:  Hum Mol Genet       Date:  2016-12-15       Impact factor: 6.150

6.  A comprehensive SNP and indel imputability database.

Authors:  Qing Duan; Eric Yi Liu; Damien C Croteau-Chonka; Karen L Mohlke; Yun Li
Journal:  Bioinformatics       Date:  2013-01-03       Impact factor: 6.937

7.  Imputation of exome sequence variants into population- based samples and blood-cell-trait-associated loci in African Americans: NHLBI GO Exome Sequencing Project.

Authors:  Paul L Auer; Jill M Johnsen; Andrew D Johnson; Benjamin A Logsdon; Leslie A Lange; Michael A Nalls; Guosheng Zhang; Nora Franceschini; Keolu Fox; Ethan M Lange; Stephen S Rich; Christopher J O'Donnell; Rebecca D Jackson; Robert B Wallace; Zhao Chen; Timothy A Graubert; James G Wilson; Hua Tang; Guillaume Lettre; Alex P Reiner; Santhi K Ganesh; Yun Li
Journal:  Am J Hum Genet       Date:  2012-10-25       Impact factor: 11.025

8.  Whole-exome imputation of sequence variants identified two novel alleles associated with adult body height in African Americans.

Authors:  Mengmeng Du; Paul L Auer; Shuo Jiao; Jeffrey Haessler; David Altshuler; Eric Boerwinkle; Christopher S Carlson; Cara L Carty; Yii-Der Ida Chen; Keith Curtis; Nora Franceschini; Li Hsu; Rebecca Jackson; Leslie A Lange; Guillaume Lettre; Keri L Monda; Deborah A Nickerson; Alex P Reiner; Stephen S Rich; Stephanie A Rosse; Jerome I Rotter; Cristen J Willer; James G Wilson; Kari North; Charles Kooperberg; Nancy Heard-Costa; Ulrike Peters
Journal:  Hum Mol Genet       Date:  2014-07-15       Impact factor: 6.150

9.  Fine-mapping, novel loci identification, and SNP association transferability in a genome-wide association study of QRS duration in African Americans.

Authors:  Daniel S Evans; Christy L Avery; Mike A Nalls; Guo Li; John Barnard; Erin N Smith; Toshiko Tanaka; Anne M Butler; Sarah G Buxbaum; Alvaro Alonso; Dan E Arking; Gerald S Berenson; Joshua C Bis; Steven Buyske; Cara L Carty; Wei Chen; Mina K Chung; Steven R Cummings; Rajat Deo; Charles B Eaton; Ervin R Fox; Susan R Heckbert; Gerardo Heiss; Lucia A Hindorff; Wen-Chi Hsueh; Aaron Isaacs; Yalda Jamshidi; Kathleen F Kerr; Felix Liu; Yongmei Liu; Kurt K Lohman; Jared W Magnani; Joseph F Maher; Reena Mehra; Yan A Meng; Solomon K Musani; Christopher Newton-Cheh; Kari E North; Bruce M Psaty; Susan Redline; Jerome I Rotter; Renate B Schnabel; Nicholas J Schork; Ralph V Shohet; Andrew B Singleton; Jonathan D Smith; Elsayed Z Soliman; Sathanur R Srinivasan; Herman A Taylor; David R Van Wagoner; James G Wilson; Taylor Young; Zhu-Ming Zhang; Alan B Zonderman; Michele K Evans; Luigi Ferrucci; Sarah S Murray; Gregory J Tranah; Eric A Whitsel; Alex P Reiner; Nona Sotoodehnia
Journal:  Hum Mol Genet       Date:  2016-08-29       Impact factor: 6.150

10.  MaCH-admix: genotype imputation for admixed populations.

Authors:  Eric Yi Liu; Mingyao Li; Wei Wang; Yun Li
Journal:  Genet Epidemiol       Date:  2012-10-16       Impact factor: 2.135

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