Literature DB >> 22426310

Conditional and joint multiple-SNP analysis of GWAS summary statistics identifies additional variants influencing complex traits.

Jian Yang1, Teresa Ferreira, Andrew P Morris, Sarah E Medland, Pamela A F Madden, Andrew C Heath, Nicholas G Martin, Grant W Montgomery, Michael N Weedon, Ruth J Loos, Timothy M Frayling, Mark I McCarthy, Joel N Hirschhorn, Michael E Goddard, Peter M Visscher.   

Abstract

We present an approximate conditional and joint association analysis that can use summary-level statistics from a meta-analysis of genome-wide association studies (GWAS) and estimated linkage disequilibrium (LD) from a reference sample with individual-level genotype data. Using this method, we analyzed meta-analysis summary data from the GIANT Consortium for height and body mass index (BMI), with the LD structure estimated from genotype data in two independent cohorts. We identified 36 loci with multiple associated variants for height (38 leading and 49 additional SNPs, 87 in total) via a genome-wide SNP selection procedure. The 49 new SNPs explain approximately 1.3% of variance, nearly doubling the heritability explained at the 36 loci. We did not find any locus showing multiple associated SNPs for BMI. The method we present is computationally fast and is also applicable to case-control data, which we demonstrate in an example from meta-analysis of type 2 diabetes by the DIAGRAM Consortium.

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Year:  2012        PMID: 22426310      PMCID: PMC3593158          DOI: 10.1038/ng.2213

Source DB:  PubMed          Journal:  Nat Genet        ISSN: 1061-4036            Impact factor:   38.330


  32 in total

1.  GCTA: a tool for genome-wide complex trait analysis.

Authors:  Jian Yang; S Hong Lee; Michael E Goddard; Peter M Visscher
Journal:  Am J Hum Genet       Date:  2010-12-17       Impact factor: 11.025

2.  Potential etiologic and functional implications of genome-wide association loci for human diseases and traits.

Authors:  Lucia A Hindorff; Praveen Sethupathy; Heather A Junkins; Erin M Ramos; Jayashri P Mehta; Francis S Collins; Teri A Manolio
Journal:  Proc Natl Acad Sci U S A       Date:  2009-05-27       Impact factor: 11.205

3.  Global similarity with local differences in linkage disequilibrium between the Dutch and HapMap-CEU populations.

Authors:  Luba Pardo; Zoltán Bochdanovits; Eco de Geus; Jouke J Hottenga; Patrick Sullivan; Danielle Posthuma; Brenda W J H Penninx; Dorret Boomsma; Peter Heutink
Journal:  Eur J Hum Genet       Date:  2009-01-07       Impact factor: 4.246

4.  MaCH: using sequence and genotype data to estimate haplotypes and unobserved genotypes.

Authors:  Yun Li; Cristen J Willer; Jun Ding; Paul Scheet; Gonçalo R Abecasis
Journal:  Genet Epidemiol       Date:  2010-12       Impact factor: 2.135

5.  Common SNPs explain a large proportion of the heritability for human height.

Authors:  Jian Yang; Beben Benyamin; Brian P McEvoy; Scott Gordon; Anjali K Henders; Dale R Nyholt; Pamela A Madden; Andrew C Heath; Nicholas G Martin; Grant W Montgomery; Michael E Goddard; Peter M Visscher
Journal:  Nat Genet       Date:  2010-06-20       Impact factor: 38.330

6.  Genome partitioning of genetic variation for complex traits using common SNPs.

Authors:  Jian Yang; Teri A Manolio; Louis R Pasquale; Eric Boerwinkle; Neil Caporaso; Julie M Cunningham; Mariza de Andrade; Bjarke Feenstra; Eleanor Feingold; M Geoffrey Hayes; William G Hill; Maria Teresa Landi; Alvaro Alonso; Guillaume Lettre; Peng Lin; Hua Ling; William Lowe; Rasika A Mathias; Mads Melbye; Elizabeth Pugh; Marilyn C Cornelis; Bruce S Weir; Michael E Goddard; Peter M Visscher
Journal:  Nat Genet       Date:  2011-05-08       Impact factor: 38.330

7.  Common variants in the trichohyalin gene are associated with straight hair in Europeans.

Authors:  Sarah E Medland; Dale R Nyholt; Jodie N Painter; Brian P McEvoy; Allan F McRae; Gu Zhu; Scott D Gordon; Manuel A R Ferreira; Margaret J Wright; Anjali K Henders; Megan J Campbell; David L Duffy; Narelle K Hansell; Stuart Macgregor; Wendy S Slutske; Andrew C Heath; Grant W Montgomery; Nicholas G Martin
Journal:  Am J Hum Genet       Date:  2009-11-05       Impact factor: 11.025

8.  Genome-wide association study identifies five new breast cancer susceptibility loci.

Authors:  Clare Turnbull; Shahana Ahmed; Jonathan Morrison; David Pernet; Anthony Renwick; Mel Maranian; Sheila Seal; Maya Ghoussaini; Sarah Hines; Catherine S Healey; Deborah Hughes; Margaret Warren-Perry; William Tapper; Diana Eccles; D Gareth Evans; Maartje Hooning; Mieke Schutte; Ans van den Ouweland; Richard Houlston; Gillian Ross; Cordelia Langford; Paul D P Pharoah; Michael R Stratton; Alison M Dunning; Nazneen Rahman; Douglas F Easton
Journal:  Nat Genet       Date:  2010-05-09       Impact factor: 38.330

9.  The use of communal rearing of families and DNA pooling in aquaculture genomic selection schemes.

Authors:  Anna K Sonesson; Theo H E Meuwissen; Michael E Goddard
Journal:  Genet Sel Evol       Date:  2010-11-22       Impact factor: 4.297

10.  Association analyses of 249,796 individuals reveal 18 new loci associated with body mass index.

Authors:  Elizabeth K Speliotes; Cristen J Willer; Sonja I Berndt; Keri L Monda; Gudmar Thorleifsson; Anne U Jackson; Hana Lango Allen; Cecilia M Lindgren; Jian'an Luan; Reedik Mägi; Joshua C Randall; Sailaja Vedantam; Thomas W Winkler; Lu Qi; Tsegaselassie Workalemahu; Iris M Heid; Valgerdur Steinthorsdottir; Heather M Stringham; Michael N Weedon; Eleanor Wheeler; Andrew R Wood; Teresa Ferreira; Robert J Weyant; Ayellet V Segrè; Karol Estrada; Liming Liang; James Nemesh; Ju-Hyun Park; Stefan Gustafsson; Tuomas O Kilpeläinen; Jian Yang; Nabila Bouatia-Naji; Tõnu Esko; Mary F Feitosa; Zoltán Kutalik; Massimo Mangino; Soumya Raychaudhuri; Andre Scherag; Albert Vernon Smith; Ryan Welch; Jing Hua Zhao; Katja K Aben; Devin M Absher; Najaf Amin; Anna L Dixon; Eva Fisher; Nicole L Glazer; Michael E Goddard; Nancy L Heard-Costa; Volker Hoesel; Jouke-Jan Hottenga; Asa Johansson; Toby Johnson; Shamika Ketkar; Claudia Lamina; Shengxu Li; Miriam F Moffatt; Richard H Myers; Narisu Narisu; John R B Perry; Marjolein J Peters; Michael Preuss; Samuli Ripatti; Fernando Rivadeneira; Camilla Sandholt; Laura J Scott; Nicholas J Timpson; Jonathan P Tyrer; Sophie van Wingerden; Richard M Watanabe; Charles C White; Fredrik Wiklund; Christina Barlassina; Daniel I Chasman; Matthew N Cooper; John-Olov Jansson; Robert W Lawrence; Niina Pellikka; Inga Prokopenko; Jianxin Shi; Elisabeth Thiering; Helene Alavere; Maria T S Alibrandi; Peter Almgren; Alice M Arnold; Thor Aspelund; Larry D Atwood; Beverley Balkau; Anthony J Balmforth; Amanda J Bennett; Yoav Ben-Shlomo; Richard N Bergman; Sven Bergmann; Heike Biebermann; Alexandra I F Blakemore; Tanja Boes; Lori L Bonnycastle; Stefan R Bornstein; Morris J Brown; Thomas A Buchanan; Fabio Busonero; Harry Campbell; Francesco P Cappuccio; Christine Cavalcanti-Proença; Yii-Der Ida Chen; Chih-Mei Chen; Peter S Chines; Robert Clarke; Lachlan Coin; John Connell; Ian N M Day; Martin den Heijer; Jubao Duan; Shah Ebrahim; Paul Elliott; Roberto Elosua; Gudny Eiriksdottir; Michael R Erdos; Johan G Eriksson; Maurizio F Facheris; Stephan B Felix; Pamela Fischer-Posovszky; Aaron R Folsom; Nele Friedrich; Nelson B Freimer; Mao Fu; Stefan Gaget; Pablo V Gejman; Eco J C Geus; Christian Gieger; Anette P Gjesing; Anuj Goel; Philippe Goyette; Harald Grallert; Jürgen Grässler; Danielle M Greenawalt; Christopher J Groves; Vilmundur Gudnason; Candace Guiducci; Anna-Liisa Hartikainen; Neelam Hassanali; Alistair S Hall; Aki S Havulinna; Caroline Hayward; Andrew C Heath; Christian Hengstenberg; Andrew A Hicks; Anke Hinney; Albert Hofman; Georg Homuth; Jennie Hui; Wilmar Igl; Carlos Iribarren; Bo Isomaa; Kevin B Jacobs; Ivonne Jarick; Elizabeth Jewell; Ulrich John; Torben Jørgensen; Pekka Jousilahti; Antti Jula; Marika Kaakinen; Eero Kajantie; Lee M Kaplan; Sekar Kathiresan; Johannes Kettunen; Leena Kinnunen; Joshua W Knowles; Ivana Kolcic; Inke R König; Seppo Koskinen; Peter Kovacs; Johanna Kuusisto; Peter Kraft; Kirsti Kvaløy; Jaana Laitinen; Olivier Lantieri; Chiara Lanzani; Lenore J Launer; Cecile Lecoeur; Terho Lehtimäki; Guillaume Lettre; Jianjun Liu; Marja-Liisa Lokki; Mattias Lorentzon; Robert N Luben; Barbara Ludwig; Paolo Manunta; Diana Marek; Michel Marre; Nicholas G Martin; Wendy L McArdle; Anne McCarthy; Barbara McKnight; Thomas Meitinger; Olle Melander; David Meyre; Kristian Midthjell; Grant W Montgomery; Mario A Morken; Andrew P Morris; Rosanda Mulic; Julius S Ngwa; Mari Nelis; Matt J Neville; Dale R Nyholt; Christopher J O'Donnell; Stephen O'Rahilly; Ken K Ong; Ben Oostra; Guillaume Paré; Alex N Parker; Markus Perola; Irene Pichler; Kirsi H Pietiläinen; Carl G P Platou; Ozren Polasek; Anneli Pouta; Suzanne Rafelt; Olli Raitakari; Nigel W Rayner; Martin Ridderstråle; Winfried Rief; Aimo Ruokonen; Neil R Robertson; Peter Rzehak; Veikko Salomaa; Alan R Sanders; Manjinder S Sandhu; Serena Sanna; Jouko Saramies; Markku J Savolainen; Susann Scherag; Sabine Schipf; Stefan Schreiber; Heribert Schunkert; Kaisa Silander; Juha Sinisalo; David S Siscovick; Jan H Smit; Nicole Soranzo; Ulla Sovio; Jonathan Stephens; Ida Surakka; Amy J Swift; Mari-Liis Tammesoo; Jean-Claude Tardif; Maris Teder-Laving; Tanya M Teslovich; John R Thompson; Brian Thomson; Anke Tönjes; Tiinamaija Tuomi; Joyce B J van Meurs; Gert-Jan van Ommen; Vincent Vatin; Jorma Viikari; Sophie Visvikis-Siest; Veronique Vitart; Carla I G Vogel; Benjamin F Voight; Lindsay L Waite; Henri Wallaschofski; G Bragi Walters; Elisabeth Widen; Susanna Wiegand; Sarah H Wild; Gonneke Willemsen; Daniel R Witte; Jacqueline C Witteman; Jianfeng Xu; Qunyuan Zhang; Lina Zgaga; Andreas Ziegler; Paavo Zitting; John P Beilby; I Sadaf Farooqi; Johannes Hebebrand; Heikki V Huikuri; Alan L James; Mika Kähönen; Douglas F Levinson; Fabio Macciardi; Markku S Nieminen; Claes Ohlsson; Lyle J Palmer; Paul M Ridker; Michael Stumvoll; Jacques S Beckmann; Heiner Boeing; Eric Boerwinkle; Dorret I Boomsma; Mark J Caulfield; Stephen J Chanock; Francis S Collins; L Adrienne Cupples; George Davey Smith; Jeanette Erdmann; Philippe Froguel; Henrik Grönberg; Ulf Gyllensten; Per Hall; Torben Hansen; Tamara B Harris; Andrew T Hattersley; Richard B Hayes; Joachim Heinrich; Frank B Hu; Kristian Hveem; Thomas Illig; Marjo-Riitta Jarvelin; Jaakko Kaprio; Fredrik Karpe; Kay-Tee Khaw; Lambertus A Kiemeney; Heiko Krude; Markku Laakso; Debbie A Lawlor; Andres Metspalu; Patricia B Munroe; Willem H Ouwehand; Oluf Pedersen; Brenda W Penninx; Annette Peters; Peter P Pramstaller; Thomas Quertermous; Thomas Reinehr; Aila Rissanen; Igor Rudan; Nilesh J Samani; Peter E H Schwarz; Alan R Shuldiner; Timothy D Spector; Jaakko Tuomilehto; Manuela Uda; André Uitterlinden; Timo T Valle; Martin Wabitsch; Gérard Waeber; Nicholas J Wareham; Hugh Watkins; James F Wilson; Alan F Wright; M Carola Zillikens; Nilanjan Chatterjee; Steven A McCarroll; Shaun Purcell; Eric E Schadt; Peter M Visscher; Themistocles L Assimes; Ingrid B Borecki; Panos Deloukas; Caroline S Fox; Leif C Groop; Talin Haritunians; David J Hunter; Robert C Kaplan; Karen L Mohlke; Jeffrey R O'Connell; Leena Peltonen; David Schlessinger; David P Strachan; Cornelia M van Duijn; H-Erich Wichmann; Timothy M Frayling; Unnur Thorsteinsdottir; Gonçalo R Abecasis; Inês Barroso; Michael Boehnke; Kari Stefansson; Kari E North; Mark I McCarthy; Joel N Hirschhorn; Erik Ingelsson; Ruth J F Loos
Journal:  Nat Genet       Date:  2010-10-10       Impact factor: 38.330

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  615 in total

1.  Approximately independent linkage disequilibrium blocks in human populations.

Authors:  Tomaz Berisa; Joseph K Pickrell
Journal:  Bioinformatics       Date:  2015-09-22       Impact factor: 6.937

2.  Subset-Based Analysis Using Gene-Environment Interactions for Discovery of Genetic Associations across Multiple Studies or Phenotypes.

Authors:  Youfei Yu; Lu Xia; Seunggeun Lee; Xiang Zhou; Heather M Stringham; Michael Boehnke; Bhramar Mukherjee
Journal:  Hum Hered       Date:  2019-05-27       Impact factor: 0.444

3.  Analysis of case-control association studies with known risk variants.

Authors:  Noah Zaitlen; Bogdan Pasaniuc; Nick Patterson; Samuela Pollack; Benjamin Voight; Leif Groop; David Altshuler; Brian E Henderson; Laurence N Kolonel; Loic Le Marchand; Kevin Waters; Christopher A Haiman; Barbara E Stranger; Emmanouil T Dermitzakis; Peter Kraft; Alkes L Price
Journal:  Bioinformatics       Date:  2012-05-03       Impact factor: 6.937

4.  General framework for meta-analysis of rare variants in sequencing association studies.

Authors:  Seunggeun Lee; Tanya M Teslovich; Michael Boehnke; Xihong Lin
Journal:  Am J Hum Genet       Date:  2013-06-13       Impact factor: 11.025

5.  Genome-wide association analysis of blood-pressure traits in African-ancestry individuals reveals common associated genes in African and non-African populations.

Authors:  Nora Franceschini; Ervin Fox; Zhaogong Zhang; Todd L Edwards; Michael A Nalls; Yun Ju Sung; Bamidele O Tayo; Yan V Sun; Omri Gottesman; Adebawole Adeyemo; Andrew D Johnson; J Hunter Young; Ken Rice; Qing Duan; Fang Chen; Yun Li; Hua Tang; Myriam Fornage; Keith L Keene; Jeanette S Andrews; Jennifer A Smith; Jessica D Faul; Zhang Guangfa; Wei Guo; Yu Liu; Sarah S Murray; Solomon K Musani; Sathanur Srinivasan; Digna R Velez Edwards; Heming Wang; Lewis C Becker; Pascal Bovet; Murielle Bochud; Ulrich Broeckel; Michel Burnier; Cara Carty; Daniel I Chasman; Georg Ehret; Wei-Min Chen; Guanjie Chen; Wei Chen; Jingzhong Ding; Albert W Dreisbach; Michele K Evans; Xiuqing Guo; Melissa E Garcia; Rich Jensen; Margaux F Keller; Guillaume Lettre; Vaneet Lotay; Lisa W Martin; Jason H Moore; Alanna C Morrison; Thomas H Mosley; Adesola Ogunniyi; Walter Palmas; George Papanicolaou; Alan Penman; Joseph F Polak; Paul M Ridker; Babatunde Salako; Andrew B Singleton; Daniel Shriner; Kent D Taylor; Ramachandran Vasan; Kerri Wiggins; Scott M Williams; Lisa R Yanek; Wei Zhao; Alan B Zonderman; Diane M Becker; Gerald Berenson; Eric Boerwinkle; Erwin Bottinger; Mary Cushman; Charles Eaton; Fredrik Nyberg; Gerardo Heiss; Joel N Hirschhron; Virginia J Howard; Konrad J Karczewsk; Matthew B Lanktree; Kiang Liu; Yongmei Liu; Ruth Loos; Karen Margolis; Michael Snyder; Bruce M Psaty; Nicholas J Schork; David R Weir; Charles N Rotimi; Michele M Sale; Tamara Harris; Sharon L R Kardia; Steven C Hunt; Donna Arnett; Susan Redline; Richard S Cooper; Neil J Risch; D C Rao; Jerome I Rotter; Aravinda Chakravarti; Alex P Reiner; Daniel Levy; Brendan J Keating; Xiaofeng Zhu
Journal:  Am J Hum Genet       Date:  2013-08-22       Impact factor: 11.025

6.  On genome-wide association studies and their meta-analyses: lessons learned from osteoporosis studies.

Authors:  Yong-Jun Liu; Lei Zhang; Yufang Pei; Christopher J Papasian; Hong-Wen Deng
Journal:  J Clin Endocrinol Metab       Date:  2013-06-19       Impact factor: 5.958

7.  A fast multilocus test with adaptive SNP selection for large-scale genetic-association studies.

Authors:  Han Zhang; Jianxin Shi; Faming Liang; William Wheeler; Rachael Stolzenberg-Solomon; Kai Yu
Journal:  Eur J Hum Genet       Date:  2013-09-11       Impact factor: 4.246

8.  Genome-wide association study of bipolar disorder accounting for effect of body mass index identifies a new risk allele in TCF7L2.

Authors:  S J Winham; A B Cuellar-Barboza; A Oliveros; S L McElroy; S Crow; C Colby; D-S Choi; M Chauhan; M Frye; J M Biernacka
Journal:  Mol Psychiatry       Date:  2013-12-10       Impact factor: 15.992

9.  BAYESIAN LARGE-SCALE MULTIPLE REGRESSION WITH SUMMARY STATISTICS FROM GENOME-WIDE ASSOCIATION STUDIES.

Authors:  Xiang Zhu; Matthew Stephens
Journal:  Ann Appl Stat       Date:  2017-10-05       Impact factor: 2.083

10.  Use of whole-genome sequence data and novel genomic selection strategies to improve selection for age at puberty in tropically-adapted beef heifers.

Authors:  Christie L Warburton; Bailey N Engle; Elizabeth M Ross; Roy Costilla; Stephen S Moore; Nicholas J Corbet; Jack M Allen; Alan R Laing; Geoffry Fordyce; Russell E Lyons; Michael R McGowan; Brian M Burns; Ben J Hayes
Journal:  Genet Sel Evol       Date:  2020-05-27       Impact factor: 4.297

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