Clinical use of current polygenic risk scores may exacerbate health disparities.
Alicia R. Martin,Masahiro Kanai,Yoichiro Kamatani,Yukinori Okada,Benjamin M. Neale,Benjamin M. Neale,Mark J. Daly +6 more
TLDR
To realize the full and equitable potential of polygenic risk scores, greater diversity must be prioritized in genetic studies, and summary statistics must be publically disseminated to ensure that health disparities are not increased for those individuals already most underserved.Abstract:
Polygenic risk scores (PRS) are poised to improve biomedical outcomes via precision medicine. However, the major ethical and scientific challenge surrounding clinical implementation of PRS is that those available today are several times more accurate in individuals of European ancestry than other ancestries. This disparity is an inescapable consequence of Eurocentric biases in genome-wide association studies, thus highlighting that-unlike clinical biomarkers and prescription drugs, which may individually work better in some populations but do not ubiquitously perform far better in European populations-clinical uses of PRS today would systematically afford greater improvement for European-descent populations. Early diversifying efforts show promise in leveling this vast imbalance, even when non-European sample sizes are considerably smaller than the largest studies to date. To realize the full and equitable potential of PRS, greater diversity must be prioritized in genetic studies, and summary statistics must be publically disseminated to ensure that health disparities are not increased for those individuals already most underserved.read more
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Journal ArticleDOI
The mutational constraint spectrum quantified from variation in 141,456 humans
Konrad J. Karczewski,Laurent C. Francioli,Grace Tiao,Beryl B. Cummings,Jessica Alföldi,Qingbo Wang,Ryan L. Collins,Kristen M. Laricchia,Andrea Ganna,Daniel P. Birnbaum,Laura D. Gauthier,Harrison Brand,Matthew Solomonson,Nicholas A. Watts,Daniel R. Rhodes,Moriel Singer-Berk,Eleina M. England,Eleanor G. Seaby,Jack A. Kosmicki,Raymond K. Walters,Katherine Tashman,Yossi Farjoun,Eric Banks,Timothy Poterba,Arcturus Wang,Cotton Seed,Nicola Whiffin,Jessica X. Chong,Kaitlin E. Samocha,Emma Pierce-Hoffman,Zachary Zappala,Anne H. O’Donnell-Luria,Eric Vallabh Minikel,Ben Weisburd,Monkol Lek,James S. Ware,Christopher Vittal,Irina M. Armean,Louis Bergelson,Kristian Cibulskis,Kristen M. Connolly,Miguel Covarrubias,Stacey Donnelly,Steven Ferriera,Stacey Gabriel,Jeff Gentry,Namrata Gupta,Thibault Jeandet,Diane Kaplan,Christopher Llanwarne,Ruchi Munshi,Sam Novod,Nikelle Petrillo,David Roazen,Valentin Ruano-Rubio,Andrea Saltzman,Molly Schleicher,Jose Soto,Kathleen Tibbetts,Charlotte Tolonen,Gordon Wade,Michael E. Talkowski,Benjamin M. Neale,Mark J. Daly,Daniel G. MacArthur +64 more
TL;DR: A catalogue of predicted loss-of-function variants in 125,748 whole-exome and 15,708 whole-genome sequencing datasets from the Genome Aggregation Database (gnomAD) reveals the spectrum of mutational constraints that affect these human protein-coding genes.
Posted Content
Advances and Open Problems in Federated Learning
Peter Kairouz,H. Brendan McMahan,Brendan Avent,Aurélien Bellet,Mehdi Bennis,Arjun Nitin Bhagoji,Kallista Bonawitz,Zachary Charles,Graham Cormode,Rachel Cummings,Rafael G. L. D'Oliveira,Hubert Eichner,Salim El Rouayheb,David Evans,Josh Gardner,Zachary Garrett,Adrià Gascón,Badih Ghazi,Phillip B. Gibbons,Marco Gruteser,Zaid Harchaoui,Chaoyang He,Lie He,Zhouyuan Huo,Ben Hutchinson,Justin Hsu,Martin Jaggi,Tara Javidi,Gauri Joshi,Mikhail Khodak,Jakub Konečný,Aleksandra Korolova,Farinaz Koushanfar,Sanmi Koyejo,Tancrède Lepoint,Yang Liu,Prateek Mittal,Mehryar Mohri,Richard Nock,Ayfer Ozgur,Rasmus Pagh,Mariana Raykova,Hang Qi,Daniel Ramage,Ramesh Raskar,Dawn Song,Weikang Song,Sebastian U. Stich,Ziteng Sun,Ananda Theertha Suresh,Florian Tramèr,Praneeth Vepakomma,Jianyu Wang,Li Xiong,Zheng Xu,Qiang Yang,Felix X. Yu,Han Yu,Sen Zhao +58 more
TL;DR: Motivated by the explosive growth in FL research, this paper discusses recent advances and presents an extensive collection of open problems and challenges.
Journal ArticleDOI
Analysis of polygenic risk score usage and performance in diverse human populations
Laramie E. Duncan,Hanyang Shen,Bizu Gelaye,J. Meijsen,Kerry J. Ressler,Marcus W. Feldman,Roseann E. Peterson,Benjamin W. Domingue +7 more
TL;DR: Findings highlight the need for improved treatment of linkage disequilibrium and variant frequencies when applying polygenic scoring to cohorts of non-European ancestry, and bolster the rationale for large-scale GWAS in diverse human populations.
Journal ArticleDOI
Polygenic risk scores: from research tools to clinical instruments
TL;DR: How polygenic risk score may be informative at different points in the disease trajectory is considered giving examples of progress in the field and discussing obstacles that need to be addressed before clinical implementation.
Journal ArticleDOI
The genetic architecture of Parkinson's disease
TL;DR: Multiple efforts have been made to investigate the genetic architecture of Parkinson's disease, and emerging technologies, such as machine learning, single-cell RNA sequencing, and high-throughput screens, will improve the understanding of genetic risk.
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TL;DR: The 1000 Genomes Project set out to provide a comprehensive description of common human genetic variation by applying whole-genome sequencing to a diverse set of individuals from multiple populations, and has reconstructed the genomes of 2,504 individuals from 26 populations using a combination of low-coverage whole-generation sequencing, deep exome sequencing, and dense microarray genotyping.
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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Murray,Inez Myin-Germeys,Bertram Mueller-Myhsok,Mari Nelis,Igor Nenadic,Deborah A. Nertney,Gerald Nestadt,Kristin K. Nicodemus,Liene Nikitina-Zake,Laura Nisenbaum,Annelie Nordin,Eadbhard O'Callaghan,Colm O'Dushlaine,F. Anthony O'Neill,Sang-Yun Oh,Ann Olincy,Line Olsen,Jim van Os,Jim van Os,Christos Pantelis,George N. Papadimitriou,Sergi Papiol,Elena Parkhomenko,Michele T. Pato,Tiina Paunio,Tiina Paunio,Milica Pejovic-Milovancevic,Diana O. Perkins,Olli Pietiläinen,Olli Pietiläinen,Jonathan Pimm,Andrew Pocklington,John Powell,Alkes L. Price,Alkes L. Price,Ann E. Pulver,Shaun Purcell,Digby Quested,Henrik B. Rasmussen,Abraham Reichenberg,Mark Reimers,Alexander Richards,Joshua L. Roffman,Panos Roussos,Douglas M. Ruderfer,Douglas M. Ruderfer,Veikko Salomaa,Alan R. Sanders,Ulrich Schall,Christian R. Schubert,Thomas G. Schulze,Thomas G. Schulze,Sibylle G. Schwab,Edward M. Scolnick,Rodney J. Scott,Larry J. Seidman,Jianxin Shi,Engilbert Sigurdsson,Teimuraz Silagadze,Jeremy M. Silverman,Jeremy M. Silverman,Kang Sim,Petr Slominsky,Jordan W. Smoller,Jordan W. Smoller,Hon-Cheong So,Chris C. A. Spencer,Eli A. Stahl,Eli A. Stahl,Hreinn Stefansson,Stacy Steinberg,Elisabeth Stögmann,Richard E. Straub,Eric Strengman,Jana Strohmaier,T. Scott Stroup,Mythily Subramaniam,Jaana Suvisaari,Dragan M. Svrakic,Jin P. Szatkiewicz,Erik Söderman,Srinivas Thirumalai,Draga Toncheva,Sarah Tosato,Juha Veijola,John L. Waddington,Dermot Walsh,Dai Wang,Qiang Wang,Bradley T. Webb,Mark Weiser,Dieter B. Wildenauer,Nigel Williams,Stephanie Williams,Stephanie H. Witt,Aaron R. Wolen,Emily H. M. Wong,Brandon Wormley,Hualin Simon Xi,Clement C. Zai,Xuebin Zheng,Fritz Zimprich,Naomi R. Wray,Kari Stefansson,Peter M. Visscher,Rolf Adolfsson,Ole A. Andreassen,Douglas Blackwood,Elvira Bramon,Joseph D. Buxbaum,Anders D. Børglum,Anders D. Børglum,Sven Cichon,Sven Cichon,Ariel Darvasi,Enrico Domenici,Hannelore Ehrenreich,Tõnu Esko,Tõnu Esko,Tõnu Esko,Pablo V. Gejman,Michael Gill,Hugh Gurling,Christina M. Hultman,Nakao Iwata,Assen Jablensky,Erik G. Jönsson,Erik G. Jönsson,Kenneth S. Kendler,George Kirov,Jo Knight,Todd Lencz,Todd Lencz,Douglas F. Levinson,Qingqin S. Li,Jianjun Liu,Jianjun Liu,Anil K. Malhotra,Anil K. Malhotra,Steven A. McCarroll,Steven A. McCarroll,Andrew McQuillin,Jennifer L. Moran,Preben Bo Mortensen,Preben Bo Mortensen,Bryan J. Mowry,Markus M. Noethen,Roel A. Ophoff,Roel A. Ophoff,Michael John Owen,Aarno Palotie,Aarno Palotie,Aarno Palotie,Carlos N. Pato,Tracey L. Petryshen,Tracey L. Petryshen,Danielle Posthuma,Danielle Posthuma,Marcella Rietschel,Brien P. Riley,Dan Rujescu,Dan Rujescu,Pak C. Sham,Pamela Sklar,David St Clair,Daniel R. Weinberger,Jens R. Wendland,Thomas Werge,Thomas Werge,Mark J. Daly,Mark J. Daly,Patrick F. Sullivan,Patrick F. Sullivan,Michael Conlon O'Donovan +354 more
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
Genome-wide association study identifies novel breast cancer susceptibility loci
Douglas F. Easton,Karen A. Pooley,Alison M. Dunning,Paul D.P. Pharoah,Deborah J. Thompson,Dennis G. Ballinger,Jeffery P. Struewing,Jonathan J. Morrison,Helen I. Field,Robert Luben,Nicholas J. Wareham,Shahana Ahmed,Catherine S. Healey,Richard Bowman,Kerstin B. Meyer,Christopher A. Haiman,Laurence K. Kolonel,Brian E. Henderson,Loic Le Marchand,Paul Brennan,Suleeporn Sangrajrang,Valerie Gaborieau,Fabrice Odefrey,Chen-Yang Shen,Pei-Ei Wu,Hui-Chun Wang,Diana Eccles,D. Gareth Evans,Julian Peto,Olivia Fletcher,Nichola Johnson,Sheila Seal,Michael R. Stratton,Nazneen Rahman,Georgia Chenevix-Trench,Georgia Chenevix-Trench,Stig E. Bojesen,Børge G. Nordestgaard,C K Axelsson,Montserrat Garcia-Closas,Louise A. Brinton,Stephen J. Chanock,Jolanta Lissowska,Beata Peplonska,Heli Nevanlinna,Rainer Fagerholm,H Eerola,Daehee Kang,Keun-Young Yoo,Dong-Young Noh,Sei Hyun Ahn,David J. Hunter,Susan E. Hankinson,David G. Cox,Per Hall,Sara Wedrén,Jianjun Liu,Yen-Ling Low,Natalia Bogdanova,Peter Schu¨rmann,Do¨rk Do¨rk,Rob A. E. M. Tollenaar,Catharina E. Jacobi,Peter Devilee,Jan G. M. Klijn,Alice J. Sigurdson,Michele M. Doody,Bruce H. Alexander,Jinghui Zhang,Angela Cox,Ian W. Brock,Gordon MacPherson,Malcolm W.R. Reed,Fergus J. Couch,Ellen L. Goode,Janet E. Olson,Hanne Meijers-Heijboer,Hanne Meijers-Heijboer,Ans M.W. van den Ouweland,André G. Uitterlinden,Fernando Rivadeneira,Roger L. Milne,Gloria Ribas,Anna González-Neira,Javier Benitez,John L. Hopper,Margaret R. E. McCredie,Margaret R. E. McCredie,Margaret R. E. McCredie,Melissa C. Southey,Melissa C. Southey,Graham G. Giles,Chris Schroen,Christina Justenhoven,Christina Justenhoven,Hiltrud Brauch,Hiltrud Brauch,Ute Hamann,Yon-Dschun Ko,Amanda B. Spurdle,Jonathan Beesley,Xiaoqing Chen,_ kConFab,Arto Mannermaa,Veli-Matti Kosma,Vesa Kataja,Jaana M. Hartikainen,Nicholas E. Day,David Cox,Bruce A.J. Ponder +109 more
TL;DR: To identify further susceptibility alleles, a two-stage genome-wide association study in 4,398 breast cancer cases and 4,316 controls was conducted, followed by a third stage in which 30 single nucleotide polymorphisms were tested for confirmation.
Journal ArticleDOI
A reference panel of 64,976 haplotypes for genotype imputation
Shane A. McCarthy,Sayantan Das,Warren W. Kretzschmar,Olivier Delaneau,Andrew R. Wood,Alexander Teumer,Hyun Min Kang,Christian Fuchsberger,Petr Danecek,Kevin Sharp,Yang Luo,C Sidore,Alan Kwong,Nicholas J. Timpson,Seppo Koskinen,Scott I. Vrieze,Laura J. Scott,He Zhang,Anubha Mahajan,Jan H. Veldink,Ulrike Peters,Ulrike Peters,Carlos N. Pato,Cornelia M. van Duijn,Christopher E. Gillies,Ilaria Gandin,Massimo Mezzavilla,Arthur Gilly,Massimiliano Cocca,Michela Traglia,Andrea Angius,Jeffrey C. Barrett,D.I. Boomsma,Kari Branham,Gerome Breen,Gerome Breen,Chad M. Brummett,Fabio Busonero,Harry Campbell,Andrew T. Chan,Sai Chen,Emily Y. Chew,Francis S. Collins,Laura J Corbin,George Davey Smith,George Dedoussis,Marcus Dörr,Aliki-Eleni Farmaki,Luigi Ferrucci,Lukas Forer,Ross M. Fraser,Stacey Gabriel,Shawn Levy,Leif Groop,Leif Groop,Tabitha A. Harrison,Andrew T. Hattersley,Oddgeir L. Holmen,Kristian Hveem,Matthias Kretzler,James Lee,Matt McGue,Thomas Meitinger,David Melzer,Josine L. Min,Karen L. Mohlke,John B. Vincent,Matthias Nauck,Deborah A. Nickerson,Aarno Palotie,Aarno Palotie,Michele T. Pato,Nicola Pirastu,Melvin G. McInnis,J. Brent Richards,J. Brent Richards,Cinzia Sala,Veikko Salomaa,David Schlessinger,Sebastian Schoenherr,P. Eline Slagboom,Kerrin S. Small,Tim D. Spector,Dwight Stambolian,Marcus A. Tuke,Jaakko Tuomilehto,Leonard H. van den Berg,Wouter van Rheenen,Uwe Völker,Cisca Wijmenga,Daniela Toniolo,Eleftheria Zeggini,Paolo Gasparini,Matthew G. Sampson,James F. Wilson,Timothy M. Frayling,Paul I.W. de Bakker,Morris A. Swertz,Steven A. McCarroll,Charles Kooperberg,Annelot M. Dekker,David Altshuler,Cristen J. Willer,William G. Iacono,Samuli Ripatti,Nicole Soranzo,Nicole Soranzo,Klaudia Walter,Anand Swaroop,Francesco Cucca,Carl A. Anderson,Richard M. Myers,Michael Boehnke,Mark I. McCarthy,Mark I. McCarthy,Richard Durbin,Gonçalo R. Abecasis,Jonathan Marchini +117 more
TL;DR: A reference panel of 64,976 human haplotypes at 39,235,157 SNPs constructed using whole-genome sequence data from 20 studies of predominantly European ancestry leads to accurate genotype imputation at minor allele frequencies as low as 0.1% and a large increase in the number of SNPs tested in association studies.
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