Literature DB >> 34995502

Portability of 245 polygenic scores when derived from the UK Biobank and applied to 9 ancestry groups from the same cohort.

Florian Privé1, Hugues Aschard2, Shai Carmi3, Lasse Folkersen4, Clive Hoggart5, Paul F O'Reilly5, Bjarni J Vilhjálmsson6.   

Abstract

The low portability of polygenic scores (PGSs) across global populations is a major concern that must be addressed before PGSs can be used for everyone in the clinic. Indeed, prediction accuracy has been shown to decay as a function of the genetic distance between the training and test cohorts. However, such cohorts differ not only in their genetic distance but also in their geographical distance and their data collection and assaying, conflating multiple factors. In this study, we examine the extent to which PGSs are transferable between ancestries by deriving polygenic scores for 245 curated traits from the UK Biobank data and applying them in nine ancestry groups from the same cohort. By restricting both training and testing to the UK Biobank data, we reduce the risk of environmental and genotyping confounding from using different cohorts. We define the nine ancestry groups at a sub-continental level, based on a simple, robust, and effective method that we introduce here. We then apply two different predictive methods to derive polygenic scores for all 245 phenotypes and show a systematic and dramatic reduction in portability of PGSs trained using Northwestern European individuals and applied to nine ancestry groups. These analyses demonstrate that prediction already drops off within European ancestries and reduces globally in proportion to genetic distance. Altogether, our study provides unique and robust insights into the PGS portability problem.
Copyright © 2021 American Society of Human Genetics. Published by Elsevier Inc. All rights reserved.

Entities:  

Keywords:  ancestry; polygenic scores; portability

Mesh:

Year:  2022        PMID: 34995502      PMCID: PMC8764121          DOI: 10.1016/j.ajhg.2021.11.008

Source DB:  PubMed          Journal:  Am J Hum Genet        ISSN: 0002-9297            Impact factor:   11.043


  54 in total

1.  Reduced signal for polygenic adaptation of height in UK Biobank.

Authors:  Jeremy J Berg; Arbel Harpak; Nasa Sinnott-Armstrong; Anja Moltke Joergensen; Hakhamanesh Mostafavi; Yair Field; Evan August Boyle; Xinjun Zhang; Fernando Racimo; Jonathan K Pritchard; Graham Coop
Journal:  Elife       Date:  2019-03-21       Impact factor: 8.140

2.  No evidence from genome-wide data of a Khazar origin for the Ashkenazi Jews.

Authors:  Doron M Behar; Mait Metspalu; Yael Baran; Naama M Kopelman; Bayazit Yunusbayev; Ariella Gladstein; Shay Tzur; Hovhannes Sahakyan; Ardeshir Bahmanimehr; Levon Yepiskoposyan; Kristina Tambets; Elza K Khusnutdinova; Alena Kushniarevich; Oleg Balanovsky; Elena Balanovsky; Lejla Kovacevic; Damir Marjanovic; Evelin Mihailov; Anastasia Kouvatsi; Costas Triantaphyllidis; Roy J King; Ornella Semino; Antonio Torroni; Michael F Hammer; Ene Metspalu; Karl Skorecki; Saharon Rosset; Eran Halperin; Richard Villems; Noah A Rosenberg
Journal:  Hum Biol       Date:  2013-12       Impact factor: 0.553

3.  Fast and robust ancestry prediction using principal component analysis.

Authors:  Daiwei Zhang; Rounak Dey; Seunggeun Lee
Journal:  Bioinformatics       Date:  2020-06-01       Impact factor: 6.937

4.  Fast admixture analysis and population tree estimation for SNP and NGS data.

Authors:  Jade Yu Cheng; Thomas Mailund; Rasmus Nielsen
Journal:  Bioinformatics       Date:  2017-07-15       Impact factor: 6.937

5.  Ancestry inference using principal component analysis and spatial analysis: a distance-based analysis to account for population substructure.

Authors:  Jinyoung Byun; Younghun Han; Ivan P Gorlov; Jonathan A Busam; Michael F Seldin; Christopher I Amos
Journal:  BMC Genomics       Date:  2017-10-16       Impact factor: 3.969

6.  Apparent latent structure within the UK Biobank sample has implications for epidemiological analysis.

Authors:  Simon Haworth; Ruth Mitchell; Laura Corbin; Kaitlin H Wade; Tom Dudding; Ashley Budu-Aggrey; David Carslake; Gibran Hemani; Lavinia Paternoster; George Davey Smith; Neil Davies; Daniel J Lawson; Nicholas J Timpson
Journal:  Nat Commun       Date:  2019-01-18       Impact factor: 14.919

7.  A Likelihood-Free Estimator of Population Structure Bridging Admixture Models and Principal Components Analysis.

Authors:  Irineo Cabreros; John D Storey
Journal:  Genetics       Date:  2019-04-26       Impact factor: 4.562

8.  Theoretical and empirical quantification of the accuracy of polygenic scores in ancestry divergent populations.

Authors:  Ying Wang; Jing Guo; Guiyan Ni; Jian Yang; Peter M Visscher; Loic Yengo
Journal:  Nat Commun       Date:  2020-07-31       Impact factor: 14.919

9.  Cancer PRSweb: An Online Repository with Polygenic Risk Scores for Major Cancer Traits and Their Evaluation in Two Independent Biobanks.

Authors:  Lars G Fritsche; Snehal Patil; Lauren J Beesley; Peter VandeHaar; Maxwell Salvatore; Ying Ma; Robert B Peng; Daniel Taliun; Xiang Zhou; Bhramar Mukherjee
Journal:  Am J Hum Genet       Date:  2020-09-28       Impact factor: 11.025

10.  Improved genetic prediction of complex traits from individual-level data or summary statistics.

Authors:  Qianqian Zhang; Florian Privé; Bjarni Vilhjálmsson; Doug Speed
Journal:  Nat Commun       Date:  2021-07-07       Impact factor: 14.919

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  12 in total

Review 1.  Use of Polygenic Risk Scores for Coronary Heart Disease in Ancestrally Diverse Populations.

Authors:  Ozan Dikilitas; Daniel J Schaid; Catherine Tcheandjieu; Shoa L Clarke; Themistocles L Assimes; Iftikhar J Kullo
Journal:  Curr Cardiol Rep       Date:  2022-07-07       Impact factor: 3.955

2.  A saturated map of common genetic variants associated with human height.

Authors:  Loïc Yengo; Sailaja Vedantam; Eirini Marouli; Julia Sidorenko; Eric Bartell; Saori Sakaue; Marielisa Graff; Anders U Eliasen; Yunxuan Jiang; Sridharan Raghavan; Jenkai Miao; Joshua D Arias; Sarah E Graham; Ronen E Mukamel; Cassandra N Spracklen; Xianyong Yin; Shyh-Huei Chen; Teresa Ferreira; Heather H Highland; Yingjie Ji; Tugce Karaderi; Kuang Lin; Kreete Lüll; Deborah E Malden; Carolina Medina-Gomez; Moara Machado; Amy Moore; Sina Rüeger; Xueling Sim; Scott Vrieze; Tarunveer S Ahluwalia; Masato Akiyama; Matthew A Allison; Marcus Alvarez; Mette K Andersen; Alireza Ani; Vivek Appadurai; Liubov Arbeeva; Seema Bhaskar; Lawrence F Bielak; Sailalitha Bollepalli; Lori L Bonnycastle; Jette Bork-Jensen; Jonathan P Bradfield; Yuki Bradford; Peter S Braund; Jennifer A Brody; Kristoffer S Burgdorf; Brian E Cade; Hui Cai; Qiuyin Cai; Archie Campbell; Marisa Cañadas-Garre; Eulalia Catamo; Jin-Fang Chai; Xiaoran Chai; Li-Ching Chang; Yi-Cheng Chang; Chien-Hsiun Chen; Alessandra Chesi; Seung Hoan Choi; Ren-Hua Chung; Massimiliano Cocca; Maria Pina Concas; Christian Couture; Gabriel Cuellar-Partida; Rebecca Danning; E Warwick Daw; Frauke Degenhard; Graciela E Delgado; Alessandro Delitala; Ayse Demirkan; Xuan Deng; Poornima Devineni; Alexander Dietl; Maria Dimitriou; Latchezar Dimitrov; Rajkumar Dorajoo; Arif B Ekici; Jorgen E Engmann; Zammy Fairhurst-Hunter; Aliki-Eleni Farmaki; Jessica D Faul; Juan-Carlos Fernandez-Lopez; Lukas Forer; Margherita Francescatto; Sandra Freitag-Wolf; Christian Fuchsberger; Tessel E Galesloot; Yan Gao; Zishan Gao; Frank Geller; Olga Giannakopoulou; Franco Giulianini; Anette P Gjesing; Anuj Goel; Scott D Gordon; Mathias Gorski; Jakob Grove; Xiuqing Guo; Stefan Gustafsson; Jeffrey Haessler; Thomas F Hansen; Aki S Havulinna; Simon J Haworth; Jing He; Nancy Heard-Costa; Prashantha Hebbar; George Hindy; Yuk-Lam A Ho; Edith Hofer; Elizabeth Holliday; Katrin Horn; Whitney E Hornsby; Jouke-Jan Hottenga; Hongyan Huang; Jie Huang; Alicia Huerta-Chagoya; Jennifer E Huffman; Yi-Jen Hung; Shaofeng Huo; Mi Yeong Hwang; Hiroyuki Iha; Daisuke D Ikeda; Masato Isono; Anne U Jackson; Susanne Jäger; Iris E Jansen; Ingegerd Johansson; Jost B Jonas; Anna Jonsson; Torben Jørgensen; Ioanna-Panagiota Kalafati; Masahiro Kanai; Stavroula Kanoni; Line L Kårhus; Anuradhani Kasturiratne; Tomohiro Katsuya; Takahisa Kawaguchi; Rachel L Kember; Katherine A Kentistou; Han-Na Kim; Young Jin Kim; Marcus E Kleber; Maria J Knol; Azra Kurbasic; Marie Lauzon; Phuong Le; Rodney Lea; Jong-Young Lee; Hampton L Leonard; Shengchao A Li; Xiaohui Li; Xiaoyin Li; Jingjing Liang; Honghuang Lin; Shih-Yi Lin; Jun Liu; Xueping Liu; Ken Sin Lo; Jirong Long; Laura Lores-Motta; Jian'an Luan; Valeriya Lyssenko; Leo-Pekka Lyytikäinen; Anubha Mahajan; Vasiliki Mamakou; Massimo Mangino; Ani Manichaikul; Jonathan Marten; Manuel Mattheisen; Laven Mavarani; Aaron F McDaid; Karina Meidtner; Tori L Melendez; Josep M Mercader; Yuri Milaneschi; Jason E Miller; Iona Y Millwood; Pashupati P Mishra; Ruth E Mitchell; Line T Møllehave; Anna Morgan; Soeren Mucha; Matthias Munz; Masahiro Nakatochi; Christopher P Nelson; Maria Nethander; Chu Won Nho; Aneta A Nielsen; Ilja M Nolte; Suraj S Nongmaithem; Raymond Noordam; Ioanna Ntalla; Teresa Nutile; Anita Pandit; Paraskevi Christofidou; Katri Pärna; Marc Pauper; Eva R B Petersen; Liselotte V Petersen; Niina Pitkänen; Ozren Polašek; Alaitz Poveda; Michael H Preuss; Saiju Pyarajan; Laura M Raffield; Hiromi Rakugi; Julia Ramirez; Asif Rasheed; Dennis Raven; Nigel W Rayner; Carlos Riveros; Rebecca Rohde; Daniela Ruggiero; Sanni E Ruotsalainen; Kathleen A Ryan; Maria Sabater-Lleal; Richa Saxena; Markus Scholz; Anoop Sendamarai; Botong Shen; Jingchunzi Shi; Jae Hun Shin; Carlo Sidore; Colleen M Sitlani; Roderick C Slieker; Roelof A J Smit; Albert V Smith; Jennifer A Smith; Laura J Smyth; Lorraine Southam; Valgerdur Steinthorsdottir; Liang Sun; Fumihiko Takeuchi; Divya Sri Priyanka Tallapragada; Kent D Taylor; Bamidele O Tayo; Catherine Tcheandjieu; Natalie Terzikhan; Paola Tesolin; Alexander Teumer; Elizabeth Theusch; Deborah J Thompson; Gudmar Thorleifsson; Paul R H J Timmers; Stella Trompet; Constance Turman; Simona Vaccargiu; Sander W van der Laan; Peter J van der Most; Jan B van Klinken; Jessica van Setten; Shefali S Verma; Niek Verweij; Yogasudha Veturi; Carol A Wang; Chaolong Wang; Lihua Wang; Zhe Wang; Helen R Warren; Wen Bin Wei; Ananda R Wickremasinghe; Matthias Wielscher; Kerri L Wiggins; Bendik S Winsvold; Andrew Wong; Yang Wu; Matthias Wuttke; Rui Xia; Tian Xie; Ken Yamamoto; Jingyun Yang; Jie Yao; Hannah Young; Noha A Yousri; Lei Yu; Lingyao Zeng; Weihua Zhang; Xinyuan Zhang; Jing-Hua Zhao; Wei Zhao; Wei Zhou; Martina E Zimmermann; Magdalena Zoledziewska; Linda S Adair; Hieab H H Adams; Carlos A Aguilar-Salinas; Fahd Al-Mulla; Donna K Arnett; Folkert W Asselbergs; Bjørn Olav Åsvold; John Attia; Bernhard Banas; Stefania Bandinelli; David A Bennett; Tobias Bergler; Dwaipayan Bharadwaj; Ginevra Biino; Hans Bisgaard; Eric Boerwinkle; Carsten A Böger; Klaus Bønnelykke; Dorret I Boomsma; Anders D Børglum; Judith B Borja; Claude Bouchard; Donald W Bowden; Ivan Brandslund; Ben Brumpton; Julie E Buring; Mark J Caulfield; John C Chambers; Giriraj R Chandak; Stephen J Chanock; Nish Chaturvedi; Yii-Der Ida Chen; Zhengming Chen; Ching-Yu Cheng; Ingrid E Christophersen; Marina Ciullo; John W Cole; Francis S Collins; Richard S Cooper; Miguel Cruz; Francesco Cucca; L Adrienne Cupples; Michael J Cutler; Scott M Damrauer; Thomas M Dantoft; Gert J de Borst; Lisette C P G M de Groot; Philip L De Jager; Dominique P V de Kleijn; H Janaka de Silva; George V Dedoussis; Anneke I den Hollander; Shufa Du; Douglas F Easton; Petra J M Elders; A Heather Eliassen; Patrick T Ellinor; Sölve Elmståhl; Jeanette Erdmann; Michele K Evans; Diane Fatkin; Bjarke Feenstra; Mary F Feitosa; Luigi Ferrucci; Ian Ford; Myriam Fornage; Andre Franke; Paul W Franks; Barry I Freedman; Paolo Gasparini; Christian Gieger; Giorgia Girotto; Michael E Goddard; Yvonne M Golightly; Clicerio Gonzalez-Villalpando; Penny Gordon-Larsen; Harald Grallert; Struan F A Grant; Niels Grarup; Lyn Griffiths; Vilmundur Gudnason; Christopher Haiman; Hakon Hakonarson; Torben Hansen; Catharina A Hartman; Andrew T Hattersley; Caroline Hayward; Susan R Heckbert; Chew-Kiat Heng; Christian Hengstenberg; Alex W Hewitt; Haretsugu Hishigaki; Carel B Hoyng; Paul L Huang; Wei Huang; Steven C Hunt; Kristian Hveem; Elina Hyppönen; William G Iacono; Sahoko Ichihara; M Arfan Ikram; Carmen R Isasi; Rebecca D Jackson; Marjo-Riitta Jarvelin; Zi-Bing Jin; Karl-Heinz Jöckel; Peter K Joshi; Pekka Jousilahti; J Wouter Jukema; Mika Kähönen; Yoichiro Kamatani; Kui Dong Kang; Jaakko Kaprio; Sharon L R Kardia; Fredrik Karpe; Norihiro Kato; Frank Kee; Thorsten Kessler; Amit V Khera; Chiea Chuen Khor; Lambertus A L M Kiemeney; Bong-Jo Kim; Eung Kweon Kim; Hyung-Lae Kim; Paulus Kirchhof; Mika Kivimaki; Woon-Puay Koh; Heikki A Koistinen; Genovefa D Kolovou; Jaspal S Kooner; Charles Kooperberg; Anna Köttgen; Peter Kovacs; Adriaan Kraaijeveld; Peter Kraft; Ronald M Krauss; Meena Kumari; Zoltan Kutalik; Markku Laakso; Leslie A Lange; Claudia Langenberg; Lenore J Launer; Loic Le Marchand; Hyejin Lee; Nanette R Lee; Terho Lehtimäki; Huaixing Li; Liming Li; Wolfgang Lieb; Xu Lin; Lars Lind; Allan Linneberg; Ching-Ti Liu; Jianjun Liu; Markus Loeffler; Barry London; Steven A Lubitz; Stephen J Lye; David A Mackey; Reedik Mägi; Patrik K E Magnusson; Gregory M Marcus; Pedro Marques Vidal; Nicholas G Martin; Winfried März; Fumihiko Matsuda; Robert W McGarrah; Matt McGue; Amy Jayne McKnight; Sarah E Medland; Dan Mellström; Andres Metspalu; Braxton D Mitchell; Paul Mitchell; Dennis O Mook-Kanamori; Andrew D Morris; Lorelei A Mucci; Patricia B Munroe; Mike A Nalls; Saman Nazarian; Amanda E Nelson; Matt J Neville; Christopher Newton-Cheh; Christopher S Nielsen; Markus M Nöthen; Claes Ohlsson; Albertine J Oldehinkel; Lorena Orozco; Katja Pahkala; Päivi Pajukanta; Colin N A Palmer; Esteban J Parra; Cristian Pattaro; Oluf Pedersen; Craig E Pennell; Brenda W J H Penninx; Louis Perusse; Annette Peters; Patricia A Peyser; David J Porteous; Danielle Posthuma; Chris Power; Peter P Pramstaller; Michael A Province; Qibin Qi; Jia Qu; Daniel J Rader; Olli T Raitakari; Sarju Ralhan; Loukianos S Rallidis; Dabeeru C Rao; Susan Redline; Dermot F Reilly; Alexander P Reiner; Sang Youl Rhee; Paul M Ridker; Michiel Rienstra; Samuli Ripatti; Marylyn D Ritchie; Dan M Roden; Frits R Rosendaal; Jerome I Rotter; Igor Rudan; Femke Rutters; Charumathi Sabanayagam; Danish Saleheen; Veikko Salomaa; Nilesh J Samani; Dharambir K Sanghera; Naveed Sattar; Börge Schmidt; Helena Schmidt; Reinhold Schmidt; Matthias B Schulze; Heribert Schunkert; Laura J Scott; Rodney J Scott; Peter Sever; Eric J Shiroma; M Benjamin Shoemaker; Xiao-Ou Shu; Eleanor M Simonsick; Mario Sims; Jai Rup Singh; Andrew B Singleton; Moritz F Sinner; J Gustav Smith; Harold Snieder; Tim D Spector; Meir J Stampfer; Klaus J Stark; David P Strachan; Leen M 't Hart; Yasuharu Tabara; Hua Tang; Jean-Claude Tardif; Thangavel A Thanaraj; Nicholas J Timpson; Anke Tönjes; Angelo Tremblay; Tiinamaija Tuomi; Jaakko Tuomilehto; Maria-Teresa Tusié-Luna; Andre G Uitterlinden; Rob M van Dam; Pim van der Harst; Nathalie Van der Velde; Cornelia M van Duijn; Natasja M van Schoor; Veronique Vitart; Uwe Völker; Peter Vollenweider; Henry Völzke; Niels H Wacher-Rodarte; Mark Walker; Ya Xing Wang; Nicholas J Wareham; Richard M Watanabe; Hugh Watkins; David R Weir; Thomas M Werge; Elisabeth Widen; Lynne R Wilkens; Gonneke Willemsen; Walter C Willett; James F Wilson; Tien-Yin Wong; Jeong-Taek Woo; Alan F Wright; Jer-Yuarn Wu; Huichun Xu; Chittaranjan S Yajnik; Mitsuhiro Yokota; Jian-Min Yuan; Eleftheria Zeggini; Babette S Zemel; Wei Zheng; Xiaofeng Zhu; Joseph M Zmuda; Alan B Zonderman; John-Anker Zwart; Daniel I Chasman; Yoon Shin Cho; Iris M Heid; Mark I McCarthy; Maggie C Y Ng; Christopher J O'Donnell; Fernando Rivadeneira; Unnur Thorsteinsdottir; Yan V Sun; E Shyong Tai; Michael Boehnke; Panos Deloukas; Anne E Justice; Cecilia M Lindgren; Ruth J F Loos; Karen L Mohlke; Kari E North; Kari Stefansson; Robin G Walters; Thomas W Winkler; Kristin L Young; Po-Ru Loh; Jian Yang; Tõnu Esko; Themistocles L Assimes; Adam Auton; Goncalo R Abecasis; Cristen J Willer; Adam E Locke; Sonja I Berndt; Guillaume Lettre; Timothy M Frayling; Yukinori Okada; Andrew R Wood; Peter M Visscher; Joel N Hirschhorn
Journal:  Nature       Date:  2022-10-12       Impact factor: 69.504

Review 3.  Construction and Application of Polygenic Risk Scores in Autoimmune Diseases.

Authors:  Chachrit Khunsriraksakul; Havell Markus; Nancy J Olsen; Laura Carrel; Bibo Jiang; Dajiang J Liu
Journal:  Front Immunol       Date:  2022-06-27       Impact factor: 8.786

4.  Using the UK Biobank as a global reference of worldwide populations: application to measuring ancestry diversity from GWAS summary statistics.

Authors:  Florian Privé
Journal:  Bioinformatics       Date:  2022-05-23       Impact factor: 6.931

Review 5.  Diversity and its causes: Lewontin on racism, biological determinism and the adaptationist programme.

Authors:  Hao Shen; Marcus W Feldman
Journal:  Philos Trans R Soc Lond B Biol Sci       Date:  2022-04-18       Impact factor: 6.671

6.  Population differentiation of polygenic score predictions under stabilizing selection.

Authors:  Sivan Yair; Graham Coop
Journal:  Philos Trans R Soc Lond B Biol Sci       Date:  2022-04-18       Impact factor: 6.671

7.  A Principal Component Informed Approach to Address Polygenic Risk Score Transferability Across European Cohorts.

Authors:  Katri Pärna; Ilja M Nolte; Harold Snieder; Krista Fischer; Davide Marnetto; Luca Pagani
Journal:  Front Genet       Date:  2022-07-18       Impact factor: 4.772

8.  Revisiting the Risk Factors for Endometriosis: A Machine Learning Approach.

Authors:  Ido Blass; Tali Sahar; Adi Shraibman; Dan Ofer; Nadav Rappoport; Michal Linial
Journal:  J Pers Med       Date:  2022-07-07

9.  Lottery, luck, or legacy. A review of “The Genetic Lottery: Why DNA matters for social equality”

Authors:  Graham Coop; Molly Przeworski
Journal:  Evolution       Date:  2022-02-28       Impact factor: 4.171

10.  Testing the generalizability of ancestry-specific polygenic risk scores to predict prostate cancer in sub-Saharan Africa.

Authors:  Michelle S Kim; Daphne Naidoo; Ujani Hazra; Melanie H Quiver; Wenlong C Chen; Corinne N Simonti; Paidamoyo Kachambwa; Maxine Harlemon; Ilir Agalliu; Shakuntala Baichoo; Pedro Fernandez; Ann W Hsing; Mohamed Jalloh; Serigne M Gueye; Lamine Niang; Halimatou Diop; Medina Ndoye; Nana Yaa Snyper; Ben Adusei; James E Mensah; Afua O D Abrahams; Richard Biritwum; Andrew A Adjei; Akindele O Adebiyi; Olayiwola Shittu; Olufemi Ogunbiyi; Sikiru Adebayo; Oseremen I Aisuodionoe-Shadrach; Maxwell M Nwegbu; Hafees O Ajibola; Olabode P Oluwole; Mustapha A Jamda; Elvira Singh; Audrey Pentz; Maureen Joffe; Burcu F Darst; David V Conti; Christopher A Haiman; Petrus V Spies; André van der Merwe; Thomas E Rohan; Judith Jacobson; Alfred I Neugut; Jo McBride; Caroline Andrews; Lindsay N Petersen; Timothy R Rebbeck; Joseph Lachance
Journal:  Genome Biol       Date:  2022-09-13       Impact factor: 17.906

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