Literature DB >> 27346520

Improved imputation accuracy in Hispanic/Latino populations with larger and more diverse reference panels: applications in the Hispanic Community Health Study/Study of Latinos (HCHS/SOL).

Sarah C Nelson1, Adrienne M Stilp2, George J Papanicolaou3, Kent D Taylor4, Jerome I Rotter4, Timothy A Thornton2, Cathy C Laurie2.   

Abstract

Imputation is commonly used in genome-wide association studies to expand the set of genetic variants available for analysis. Larger and more diverse reference panels, such as the final Phase 3 of the 1000 Genomes Project, hold promise for improving imputation accuracy in genetically diverse populations such as Hispanics/Latinos in the USA. Here, we sought to empirically evaluate imputation accuracy when imputing to a 1000 Genomes Phase 3 versus a Phase 1 reference, using participants from the Hispanic Community Health Study/Study of Latinos. Our assessments included calculating the correlation between imputed and observed allelic dosage in a subset of samples genotyped on a supplemental array. We observed that the Phase 3 reference yielded higher accuracy at rare variants, but that the two reference panels were comparable at common variants. At a sample level, the Phase 3 reference improved imputation accuracy in Hispanic/Latino samples from the Caribbean more than for Mainland samples, which we attribute primarily to the additional reference panel samples available in Phase 3. We conclude that a 1000 Genomes Project Phase 3 reference panel can yield improved imputation accuracy compared with Phase 1, particularly for rare variants and for samples of certain genetic ancestry compositions. Our findings can inform imputation design for other genome-wide association studies of participants with diverse ancestries, especially as larger and more diverse reference panels continue to become available.
© The Author 2016. Published by Oxford University Press. All rights reserved. For permissions, please e-mail: journals.permissions@oup.com.

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Year:  2016        PMID: 27346520      PMCID: PMC5179925          DOI: 10.1093/hmg/ddw174

Source DB:  PubMed          Journal:  Hum Mol Genet        ISSN: 0964-6906            Impact factor:   6.150


  28 in total

1.  Colloquium paper: genome-wide patterns of population structure and admixture among Hispanic/Latino populations.

Authors:  Katarzyna Bryc; Christopher Velez; Tatiana Karafet; Andres Moreno-Estrada; Andy Reynolds; Adam Auton; Michael Hammer; Carlos D Bustamante; Harry Ostrer
Journal:  Proc Natl Acad Sci U S A       Date:  2010-05-05       Impact factor: 11.205

2.  Latino populations: a unique opportunity for the study of race, genetics, and social environment in epidemiological research.

Authors:  Esteban González Burchard; Luisa N Borrell; Shweta Choudhry; Mariam Naqvi; Hui-Ju Tsai; Jose R Rodriguez-Santana; Rocio Chapela; Scott D Rogers; Rui Mei; William Rodriguez-Cintron; Jose F Arena; Rick Kittles; Eliseo J Perez-Stable; Elad Ziv; Neil Risch
Journal:  Am J Public Health       Date:  2005-10-27       Impact factor: 9.308

3.  Estimating local ancestry in admixed populations.

Authors:  Sriram Sankararaman; Srinath Sridhar; Gad Kimmel; Eran Halperin
Journal:  Am J Hum Genet       Date:  2008-02       Impact factor: 11.025

4.  Design and implementation of the Hispanic Community Health Study/Study of Latinos.

Authors:  Paul D Sorlie; Larissa M Avilés-Santa; Sylvia Wassertheil-Smoller; Robert C Kaplan; Martha L Daviglus; Aida L Giachello; Neil Schneiderman; Leopoldo Raij; Gregory Talavera; Matthew Allison; Lisa Lavange; Lloyd E Chambless; Gerardo Heiss
Journal:  Ann Epidemiol       Date:  2010-08       Impact factor: 3.797

5.  Quality control and quality assurance in genotypic data for genome-wide association studies.

Authors:  Cathy C Laurie; Kimberly F Doheny; Daniel B Mirel; Elizabeth W Pugh; Laura J Bierut; Tushar Bhangale; Frederick Boehm; Neil E Caporaso; Marilyn C Cornelis; Howard J Edenberg; Stacy B Gabriel; Emily L Harris; Frank B Hu; Kevin B Jacobs; Peter Kraft; Maria Teresa Landi; Thomas Lumley; Teri A Manolio; Caitlin McHugh; Ian Painter; Justin Paschall; John P Rice; Kenneth M Rice; Xiuwen Zheng; Bruce S Weir
Journal:  Genet Epidemiol       Date:  2010-09       Impact factor: 2.135

6.  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

7.  Genotype imputation with thousands of genomes.

Authors:  Bryan Howie; Jonathan Marchini; Matthew Stephens
Journal:  G3 (Bethesda)       Date:  2011-11-01       Impact factor: 3.154

8.  A global reference for human genetic variation.

Authors:  Adam Auton; Lisa D Brooks; Richard M Durbin; Erik P Garrison; Hyun Min Kang; Jan O Korbel; Jonathan L Marchini; Shane McCarthy; Gil A McVean; Gonçalo R Abecasis
Journal:  Nature       Date:  2015-10-01       Impact factor: 49.962

9.  An integrated map of genetic variation from 1,092 human genomes.

Authors:  Goncalo R Abecasis; Adam Auton; Lisa D Brooks; Mark A DePristo; Richard M Durbin; Robert E Handsaker; Hyun Min Kang; Gabor T Marth; Gil A McVean
Journal:  Nature       Date:  2012-11-01       Impact factor: 49.962

10.  The UK10K project identifies rare variants in health and disease.

Authors:  Klaudia Walter; Josine L Min; Jie Huang; Lucy Crooks; Yasin Memari; Shane McCarthy; John R B Perry; ChangJiang Xu; Marta Futema; Daniel Lawson; Valentina Iotchkova; Stephan Schiffels; Audrey E Hendricks; Petr Danecek; Rui Li; James Floyd; Louise V Wain; Inês Barroso; Steve E Humphries; Matthew E Hurles; Eleftheria Zeggini; Jeffrey C Barrett; Vincent Plagnol; J Brent Richards; Celia M T Greenwood; Nicholas J Timpson; Richard Durbin; Nicole Soranzo
Journal:  Nature       Date:  2015-09-14       Impact factor: 49.962

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  5 in total

1.  Genome-Wide Association Study of Heavy Smoking and Daily/Nondaily Smoking in the Hispanic Community Health Study/Study of Latinos (HCHS/SOL).

Authors:  Nancy L Saccone; Leslie S Emery; Tamar Sofer; Stephanie M Gogarten; Diane M Becker; Erwin P Bottinger; Li-Shiun Chen; Robert C Culverhouse; Weimin Duan; Dana B Hancock; H Dean Hosgood; Eric O Johnson; Ruth J F Loos; Tin Louie; George Papanicolaou; Krista M Perreira; Erik J Rodriquez; Claudia Schurmann; Adrienne M Stilp; Adam A Szpiro; Gregory A Talavera; Kent D Taylor; James F Thrasher; Lisa R Yanek; Cathy C Laurie; Eliseo J Pérez-Stable; Laura J Bierut; Robert C Kaplan
Journal:  Nicotine Tob Res       Date:  2018-03-06       Impact factor: 4.244

2.  Assessing accuracy of genotype imputation in the Afrikaner and Brahman cattle breeds of South Africa.

Authors:  S Mdyogolo; M D MacNeil; F W C Neser; M M Scholtz; M L Makgahlela
Journal:  Trop Anim Health Prod       Date:  2022-02-08       Impact factor: 1.559

3.  Rare Variants Imputation in Admixed Populations: Comparison Across Reference Panels and Bioinformatics Tools.

Authors:  Sanjeev Sariya; Joseph H Lee; Richard Mayeux; Badri N Vardarajan; Dolly Reyes-Dumeyer; Jennifer J Manly; Adam M Brickman; Rafael Lantigua; Martin Medrano; Ivonne Z Jimenez-Velazquez; Giuseppe Tosto
Journal:  Front Genet       Date:  2019-04-03       Impact factor: 4.599

4.  A globally diverse reference alignment and panel for imputation of mitochondrial DNA variants.

Authors:  Tim W McInerney; Brian Fulton-Howard; Christopher Patterson; Devashi Paliwal; Lars S Jermiin; Hardip R Patel; Judy Pa; Russell H Swerdlow; Alison Goate; Simon Easteal; Shea J Andrews
Journal:  BMC Bioinformatics       Date:  2021-09-01       Impact factor: 3.307

5.  Genome-wide association study of cognitive function in diverse Hispanics/Latinos: results from the Hispanic Community Health Study/Study of Latinos.

Authors:  Xueqiu Jian; Tamar Sofer; Wassim Tarraf; Jan Bressler; Jessica D Faul; Wei Zhao; Scott M Ratliff; Melissa Lamar; Lenore J Launer; Cathy C Laurie; Neil Schneiderman; David R Weir; Clinton B Wright; Kristine Yaffe; Donglin Zeng; Charles DeCarli; Thomas H Mosley; Jennifer A Smith; Hector M González; Myriam Fornage
Journal:  Transl Psychiatry       Date:  2020-07-22       Impact factor: 6.222

  5 in total

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