Linkage disequilibrium-dependent architecture of human complex traits shows action of negative selection.
Steven Gazal,Hilary K. Finucane,Hilary K. Finucane,Hilary K. Finucane,Nicholas A. Furlotte,Po-Ru Loh,Po-Ru Loh,Pier Francesco Palamara,Pier Francesco Palamara,Xuanyao Liu,Xuanyao Liu,Armin P. Schoech,Armin P. Schoech,Brendan Bulik-Sullivan,Benjamin M. Neale,Benjamin M. Neale,Alexander Gusev,Alexander Gusev,Alkes L. Price,Alkes L. Price +19 more
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It is determined that SNPs with low LLD have significantly larger per-SNP heritability and that roughly half of this effect can be explained by functional annotations negatively correlated with LLD, such as DNase I hypersensitivity sites (DHSs).Abstract:
Recent work has hinted at the linkage disequilibrium (LD)-dependent architecture of human complex traits, where SNPs with low levels of LD (LLD) have larger per-SNP heritability. Here we analyzed summary statistics from 56 complex traits (average N = 101,401) by extending stratified LD score regression to continuous annotations. We determined that SNPs with low LLD have significantly larger per-SNP heritability and that roughly half of this effect can be explained by functional annotations negatively correlated with LLD, such as DNase I hypersensitivity sites (DHSs). The remaining signal is largely driven by our finding that more recent common variants tend to have lower LLD and to explain more heritability (P = 2.38 × 10-104); the youngest 20% of common SNPs explain 3.9 times more heritability than the oldest 20%, consistent with the action of negative selection. We also inferred jointly significant effects of other LD-related annotations and confirmed via forward simulations that they jointly predict deleterious effects.read more
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The GTEx Consortium atlas of genetic regulatory effects across human tissues
François Aguet,Alvaro N. Barbeira,Rodrigo Bonazzola,Andrew A. Brown,SE Castel,Brian Jo,Silva Kasela,Sarah Kim-Hellmuth,Yanyu Liang,Meritxell Oliva,Elise D. Flynn,Princy Parsana,Laure Fresard,Eric R. Gamazon,Andrew R. Hamel,Yuan He,Farhad Hormozdiari,Pejman Mohammadi,Manuel Muñoz-Aguirre,YoSon Park,Ashis Saha,Ayellet V. Segrè,Benjamin J. Strober,Xiaoquan Wen,Wucher,Kristin G. Ardlie,Alexis Battle,Christopher D. Brown,Nancy J. Cox,Souvik Das,Emmanouil T. Dermitzakis,Barbara E. Engelhardt,D Garrido-Martin,Gad Getz,Roderic Guigó,Robert E. Handsaker,Paul J. Hoffman,Hae Kyung Im,Seva Kashin,Alan Kwong,Lappalainen T,Xiao Li,Daniel G. MacArthur,Stephen B. Montgomery,John M. Rouhana,Matthew Stephens,Barbara E. Stranger,Ellen Todres,Ana Viñuela,Gao Wang,Yuxin Zou,Shankara Anand,S. Gabriel,Aaron Graubert,Kane Hadley,Katherine H. Huang,Meier,Jared L. Nedzel,Duyen T. Nguyen,Brunilda Balliu,Donald F. Conrad,Daniel J. Cotter,OM deGoede,Jonah Einson,Eskin E,Tiffany Eulalio,Nicole M. Ferraro,Michael J. Gloudemans,Lei Hou,Serghei Mangul,Daniel Nachun,Andrew B. Nobel,Abhiram Rao,Ferran Reverter,Chiara Sabatti,Andrew D Skol,Nicole A. Teran,Fred A. Wright,Pedro G. Ferreira,Gen Li,Marta Melé,Esti Yeger-Lotem,Mary Barcus,Debra Bradbury,T Krubit,Jeffrey McLean,Liqun Qi,Karna Robinson,Nancy Roche,Anna M. Smith,David E. Tabor,Anita H. Undale,Jason Bridge,Lori E. Brigham,Barbara A. Foster,Bryan Gillard,Rick Hasz,Marcus Hunter,Christopher Johns,Mark H. Johnson,Ellen Karasik,Gene Kopen,William F. Leinweber,Alisa McDonald,Mike Moser,Kevin Myer,Kimberly Ramsey,Bruce A. Roe,Saboor Shad,Jeffrey A. Thomas,Gary Walters,Michael Washington,Jessica Wheeler,Scott D. Jewell,Daniel C. Rohrer,David A. Davis,Deborah C. Mash,Leslie H. Sobin,Laura Barker,HM Gardiner,Maghboeba Mosavel,Laura A. Siminoff,Paul Flicek,Maximilian Haeussler,Thomas Juettemann,W. J. Kent,Christopher Lee,CC Powell,Kate R. Rosenbloom,Magali Ruffier,Dan Sheppard,Kieron Taylor,Stephen J. Trevanion,Zerbino,Nathan S. Abell,Joshua M. Akey,Lin Chen,Kathryn Demanelis,Jennifer A. Doherty,Andrew P. Feinberg,Kasper D. Hansen,Peter Hickey,Farzana Jasmine,Lihua Jiang,Rajinder Kaul,Manolis Kellis,Muhammad G. Kibriya,Jin Billy Li,Qin Li,Shin Lin,Sandra Linder,Brandon L. Pierce,Lindsay F. Rizzardi,Kevin S. Smith,Michael Snyder,John A. Stamatoyannopoulos,Hua Tang,Meng Wang,Phillip Branton,Latarsha J. Carithers,Ping Guan,Susan E. Koester,AR Little,Helen M. Moore,Concepcion R. Nierras,Abhi Rao,Jimmie B. Vaught,Simona Volpi +167 more
Hundreds of variants clustered in genomic loci and biological pathways affect human height
Hana Lango Allen,Karol Estrada,Guillaume Lettre,Sonja I. Berndt,Michael N. Weedon,Fernando Rivadeneira,Cristen J. Willer,Anne U. Jackson,Sailaja Vedantam,Soumya Raychaudhuri,Teresa Ferreira,Andrew R. Wood,Robert J. Weyant,Ayellet V. Segrè,Elizabeth K. Speliotes,Eleanor Wheeler,Nicole Soranzo,Ju-Hyun Park,Jian Yang,Daniel F. Gudbjartsson,Nancy L. Heard-Costa,Joshua C. Randall,Lu Qi,Albert V. Smith,Reedik Maegi,Tomi Pastinen,Liming Liang,Iris M. Heid,Jian'an Luan,Gudmar Thorleifsson,Thomas W. Winkler,Michael E. Goddard,Ken Sin Lo,Cameron D. Palmer,Tsegaselassie Workalemahu,Yurii S. Aulchenko,Åsa Johansson,M. Carola Zillikens,Mary F. Feitosa,Tõnu Esko,Toby Johnson,Shamika Ketkar,Peter Kraft,Massimo Mangino,Inga Prokopenko,Devin Absher,Eva Albrecht,Florian Ernst,Nicole L. Glazer,Caroline Hayward,Jouke-Jan Hottenga,Kevin B. Jacobs,Joshua W. Knowles,Zoltán Kutalik,Keri L. Monda,Ozren Polasek,Michael Preuss,Nigel W. Rayner,Neil R. Robertson,Valgerdur Steinthorsdottir,Jonathan Tyrer,Benjamin F. Voight,Fredrik Wiklund,Jianfeng Xu,Jing Hua Zhao,Dale R. Nyholt,Niina Pellikka,Markus Perola,John R. B. Perry,Ida Surakka,Mari-Liis Tammesoo,Elizabeth L. Altmaier,Najaf Amin,Thor Aspelund,Tushar Bhangale,Gabrielle Boucher,Daniel I. Chasman,Constance Chen,Lachlan J. M. Coin,Mark E. Cooper,Anna L. Dixon,Quince Gibson,Elin Grundberg,Ke Hao,M. Juhani Junttila,Lee M. Kaplan,Johannes Kettunen,Inke R. Koenig,Tony Kwan,Robert Lawrence,Douglas F. Levinson,Mattias Lorentzon,Barbara McKnight,Andrew P. Morris,Martina Mueller,Julius S. Ngwa,Shaun Purcell,Suzanne Rafelt,Rany M. Salem,Erika Salvi,Serena Sanna,Jianxin Shi,Ulla Sovio,John R. Thompson,Michael C. Turchin,Liesbeth Vandenput,Dominique J. Verlaan,Veronique Vitart,Charles C. White,Andreas Ziegler,Peter Almgren,Anthony J. Balmforth,Harry Campbell,Lorena Citterio,Alessandro De Grandi,Anna F. Dominiczak,Jubao Duan,Paul Elliott,Roberto Elosua,Johan G. Eriksson,Nelson B. Freimer,Eco J. C. de Geus,Nicola Glorioso,Shen Haiqing,Anna-Liisa Hartikainen,Aki S. Havulinna,Andrew A. Hicks,Jennie Hui,Wilmar Igl,Thomas Illig,Antti Jula,Eero Kajantie,Tuomas O. Kilpelaeinen,Markku Koiranen,Ivana Kolcic,Seppo Koskinen,Peter Kovacs,Jaana Laitinen,Jianjun Liu,Marja-Liisa Lokki,Ana Marušić,Andrea Maschio,Thomas Meitinger,Antonella Mulas,Guillaume Paré,Alex N. Parker,John F. Peden,Astrid Petersmann,Irene Pichler,Kirsi H. Pietiläinen,Anneli Pouta,Martin Riddertrale,Jerome I. Rotter,Jennifer G. Sambrook,Alan R. Sanders,Carsten Oliver Schmidt,Juha Sinisalo,Jan Smit,Heather M. Stringham,G. Bragi Walters,Elisabeth Widen,Sarah H. Wild,Gonneke Willemsen,Laura Zagato,Lina Zgaga,Paavo Zitting,Helene Alavere,Martin Farrall,Wendy L. McArdle,Mari Nelis,Marjolein Peters,Samuli Ripatti,Joyce B. J. vVan Meurs,Katja K.H. Aben,Kristin G. Ardlie,Jacques S. Beckmann,John Beilby,Richard N. Bergman,Sven Bergmann,Francis S. Collins,Daniele Cusi,Martin den Heijer,Gudny Eiriksdottir,Pablo V. Gejman,Alistair S. Hall,Anders Hamsten,Heikki V. Huikuri,Carlos Iribarren,Mika Kähönen,Jaakko Kaprio,Sekar Kathiresan,Lambertus A. Kiemeney,Thomas D. Kocher,Lenore J. Launer,Terho Lehtimäki,Olle Melander,Thomas H. Mosley,Arthur W. Musk,Markku S. Nieminen,Christopher J. O'Donnell,Claes Ohlsson,Ben A. Oostra,Lyle J. Palmer,Olli T. Raitakari,Paul M. Ridker,John D. Rioux,Aila Rissanen,Carlo Rivolta,Heribert Schunkert,Alan R. Shuldiner,David S. Siscovick,Michael Stumvoll,Anke Toenjes,Jaakko Tuomilehto,Gert-Jan B. van Ommen,Jorma Viikari,Andrew C. Heath,Nicholas G. Martin,Grant W. Montgomery,Michael A. Province,Manfred Kayser,Alice M. Arnold,Larry D. Atwood,Eric Boerwinkle,Stephen J. Chanock,Panos Deloukas,Christian Gieger,Henrik Grönberg,Per Hall,Andrew T. Hattersley,Christian Hengstenberg,Wolfgang Hoffman,G. Mark Lathrop,Veikko Salomaa,Stefan Schreiber,Manuela Uda,Dawn M. Waterworth,Alan F. Wright,Themistocles L. Assimes,Inês Barroso,Albert Hofman,Karen L. Mohlke,Dorret I. Boomsma,Mark J. Caulfield,L. Adrienne Cupples,Jeanette Erdmann,Caroline S. Fox,Vilmundur Gudnason,Ulf Gyllensten,Tamara B. Harris,Richard B. Hayes,Marjo-Ritta Jarvelin,Vincent Mooser,Patricia B. Munroe,Willem H. Ouwehand,Brenda W.J.H. Penninx,Peter P. Pramstaller,Thomas Quertermous,Igor Rudan,Nilesh J. Samani,Tim D. Spector,Henry Voelzke,Hugh Watkins,James F. Wilson,Leif Groop,Talin Haritunians,Frank B. Hu,Robert C. Kaplan,Andres Metspalu,Kari E. North,David Schlessinger,Nicholas J. Wareham,David J. Hunter,Jeffrey R. O'Connell,David P. Strachan,H. Erich Schadt,Unnur Thorsteinsdottir,Leena Peltonen,André G. Uitterlinden,Peter M. Visscher,Nilanjan Chatterjee,Ruth J. F. Loos,Michael Boehnke,Mark I. McCarthy,Erik Ingelsson,Cecilia M. Lindgren,Gonçalo R. Abecasis,Kari Stefansson,Timothy M. Frayling,Joel N. Hirschhorn +289 more
TL;DR: In this paper, the authors show that hundreds of genetic variants, in at least 180 loci, influence adult height, a highly heritable and classic polygenic trait, revealing patterns with important implications for genetic studies of common human diseases and traits.
Journal ArticleDOI
Gene discovery and polygenic prediction from a genome-wide association study of educational attainment in 1.1 million individuals
James J. Lee,Robbee Wedow,Aysu Okbay,Edward Kong,Omeed Maghzian,Meghan Zacher,Tuan Anh Nguyen-Viet,Peter Bowers,Julia Sidorenko,Julia Sidorenko,Richard Karlsson Linnér,Richard Karlsson Linnér,Mark Alan Fontana,Mark Alan Fontana,Tushar Kundu,Chanwook Lee,Hui Li,Ruoxi Li,Rebecca Royer,Pascal Timshel,Pascal Timshel,Raymond K. Walters,Raymond K. Walters,Emily A. Willoughby,Loic Yengo,Maris Alver,Yanchun Bao,David W. Clark,Felix R. Day,Nicholas A. Furlotte,Peter K. Joshi,Peter K. Joshi,Kathryn E. Kemper,Aaron Kleinman,Claudia Langenberg,Reedik Mägi,Joey W. Trampush,Shefali S. Verma,Yang Wu,Max Lam,Jing Hua Zhao,Zhili Zheng,Zhili Zheng,Jason D. Boardman,Harry Campbell,Jeremy Freese,Kathleen Mullan Harris,Caroline Hayward,Pamela Herd,Pamela Herd,Meena Kumari,Todd Lencz,Todd Lencz,Jian'an Luan,Anil K. Malhotra,Anil K. Malhotra,Andres Metspalu,Lili Milani,Ken K. Ong,John R. B. Perry,David J. Porteous,Marylyn D. Ritchie,Melissa C. Smart,Blair H. Smith,Joyce Y. Tung,Nicholas J. Wareham,James F. Wilson,Jonathan P. Beauchamp,Dalton Conley,Tõnu Esko,Steven F. Lehrer,Steven F. Lehrer,Steven F. Lehrer,Patrik K. E. Magnusson,Sven Oskarsson,Tune H. Pers,Tune H. Pers,Matthew R. Robinson,Matthew R. Robinson,Kevin Thom,Chelsea Watson,Christopher F. Chabris,Michelle N. Meyer,David Laibson,Jian Yang,Magnus Johannesson,Philipp Koellinger,Philipp Koellinger,Patrick Turley,Patrick Turley,Peter M. Visscher,Daniel J. Benjamin,Daniel J. Benjamin,David Cesarini,David Cesarini +94 more
TL;DR: A joint (multi-phenotype) analysis of educational attainment and three related cognitive phenotypes generates polygenic scores that explain 11–13% of the variance ineducational attainment and 7–10% ofthe variance in cognitive performance, which substantially increases the utility ofpolygenic scores as tools in research.
Posted ContentDOI
The GTEx Consortium atlas of genetic regulatory effects across human tissues
François Aguet,Alvaro N. Barbeira,Rodrigo Bonazzola,Andrew A. Brown,SE Castel,Brian Jo,Silva Kasela,Sarah Kim-Hellmuth,Yanyu Liang,Meritxell Oliva,Princy E Parsana,Elise Flynn,Laure Fresard,Eric R Gaamzon,Andrew R Hamel,Yuan He,Farhad Hormozdiari,Pejman Mohammadi,Manuel Muñoz-Aguirre,YoSon Park,Ashis Saha,Ayellet V Segrć,Benjamin J Strober,Xiaoquan Wen,Valentin Wucher,Sayantan Das,D Garrido-Martin,Robert E Handsaker,Paul J Hoffman,Seva Kashin,Alan Kwong,Xiao Li,Daniel G. MacArthur,John M. Rouhana,Matthew Stephens,Ellen Todres,Ana Viñuela,Gao Wang,Yuxin Zou,Christopher D. Brown,Nancy Cox,Emmanouil T. Dermitzakis,Barbara E. Engelhardt,Gad Getz,Roderic Guigo,Stephen B. Montgomery,Barbara E Stranger,Hae Kyung Im,Alexis Battle,Kristin G. Ardlie,Lappalainen T +50 more
TL;DR: Analysis of the v8 data provides insights into the tissue-specificity of genetic effects, and shows that cell type composition is a key factor in understanding gene regulatory mechanisms in human tissues.
Journal ArticleDOI
Heritability enrichment of specifically expressed genes identifies disease-relevant tissues and cell types.
Hilary K. Finucane,Hilary K. Finucane,Hilary K. Finucane,Yakir A. Reshef,Verneri Anttila,Verneri Anttila,Kamil Slowikowski,Kamil Slowikowski,Kamil Slowikowski,Alexander Gusev,Andrea Byrnes,Andrea Byrnes,Steven Gazal,Po-Ru Loh,Caleb A. Lareau,Caleb A. Lareau,Noam Shoresh,Giulio Genovese,Arpiar Saunders,Evan Z. Macosko,Samuela Pollack,John R. B. Perry,Jason D. Buenrostro,Jason D. Buenrostro,Bradley E. Bernstein,Bradley E. Bernstein,Soumya Raychaudhuri,Steven A. McCarroll,Steven A. McCarroll,Benjamin M. Neale,Benjamin M. Neale,Alkes L. Price,Alkes L. Price +32 more
TL;DR: An approach to identify disease-relevant tissues and cell types by analyzing gene expression data together with genome-wide association study (GWAS) summary statistics and found significant tissue-specific enrichments for 34 traits.
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Grant,Carla Gallo,Giovanni Poletti,Danish Saleheen,Asif Rasheed,Lisa D. Brooks,Adam Felsenfeld,Jean E. McEwen,Yekaterina Vaydylevich,Audrey Duncanson,Michael Dunn,Jeffery A. Schloss +517 more
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Journal ArticleDOI
Biological insights from 108 schizophrenia-associated genetic loci
Stephan Ripke,Stephan Ripke,Benjamin M. Neale,Benjamin M. Neale,Aiden Corvin,James T.R. Walters,Kai-How Farh,Peter Holmans,Phil Lee,Phil Lee,Brendan Bulik-Sullivan,Brendan Bulik-Sullivan,David A. Collier,David A. Collier,Hailiang Huang,Hailiang Huang,Tune H. Pers,Tune H. Pers,Tune H. Pers,Ingrid Agartz,Ingrid Agartz,Esben Agerbo,Esben Agerbo,Margot Albus,Madeline Alexander,Farooq Amin,Silviu Alin Bacanu,Martin Begemann,Richard A. Belliveau,Judit Bene,Sarah E. Bergen,Sarah E. Bergen,Elizabeth Bevilacqua,Tim B. Bigdeli,Donald W. Black,Richard Bruggeman,Nancy G. Buccola,Randy L. Buckner,William Byerley,Wiepke Cahn,Guiqing Cai,Dominique Campion,Rita M. Cantor,Vaughan J. Carr,Noa Carrera,Stanley V. Catts,Kimberly Chambert,Raymond C.K. Chan,Ronald Y.L. Chen,Eric Y.H. Chen,Wei Cheng,Eric F.C. Cheung,Siow Ann Chong,C. Robert Cloninger,David Cohen,Nadine Cohen,Paul Cormican,Nicholas John Craddock,James J. Crowley,David Curtis,David Curtis,Michael Davidson,Kenneth L. Davis,Franziska Degenhardt,Jurgen Del Favero,Ditte Demontis,Ditte Demontis,Dimitris Dikeos,Timothy G. Dinan,Srdjan Djurovic,Gary Donohoe,Gary Donohoe,Elodie Drapeau,Jubao Duan,Frank Dudbridge,Naser Durmishi,Peter Eichhammer,Johan G. Eriksson,Johan G. Eriksson,Valentina Escott-Price,Laurent Essioux,Ayman H. Fanous,Martilias S. Farrell,Josef Frank,Lude Franke,Robert Freedman,Nelson B. Freimer,Marion Friedl,Joseph I. Friedman,Menachem Fromer,Menachem Fromer,Menachem Fromer,Giulio Genovese,Lyudmila Georgieva,Ina Giegling,Ina Giegling,Paola Giusti-Rodríguez,Stephanie Godard,Jacqueline I. Goldstein,Jacqueline I. Goldstein,Vera Golimbet,Srihari Gopal,Jacob Gratten,Lieuwe de Haan,Christian Hammer,Marian L. Hamshere,Mark Hansen,Thomas Hansen,Vahram Haroutunian,Vahram Haroutunian,Annette M. Hartmann,Frans Henskens,Stefan Herms,Stefan Herms,Joel N. Hirschhorn,Joel N. Hirschhorn,Per Hoffmann,Per Hoffmann,A. Hofman,Mads V. Hollegaard,David M. Hougaard,Masashi Ikeda,Inge Joa,Antonio Julià,René S. 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TL;DR: Associations at DRD2 and several genes involved in glutamatergic neurotransmission highlight molecules of known and potential therapeutic relevance to schizophrenia, and are consistent with leading pathophysiological hypotheses.
Journal ArticleDOI
GCTA: a tool for genome-wide complex trait analysis.
TL;DR: The GCTA software is a versatile tool to estimate and partition complex trait variation with large GWAS data sets and focuses on the function of estimating the variance explained by all the SNPs on the X chromosome and testing the hypotheses of dosage compensation.
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