Literature DB >> 31999256

Variable prediction accuracy of polygenic scores within an ancestry group.

Hakhamanesh Mostafavi1, Arbel Harpak1, Ipsita Agarwal1, Dalton Conley2,3, Jonathan K Pritchard4,5,6, Molly Przeworski1,7.   

Abstract

Fields as diverse as human genetics and sociology are increasingly using polygenic scores based on genome-wide association studies (GWAS) for phenotypic prediction. However, recent work has shown that polygenic scores have limited portability across groups of different genetic ancestries, restricting the contexts in which they can be used reliably and potentially creating serious inequities in future clinical applications. Using the UK Biobank data, we demonstrate that even within a single ancestry group (i.e., when there are negligible differences in linkage disequilibrium or in causal alleles frequencies), the prediction accuracy of polygenic scores can depend on characteristics such as the socio-economic status, age or sex of the individuals in which the GWAS and the prediction were conducted, as well as on the GWAS design. Our findings highlight both the complexities of interpreting polygenic scores and underappreciated obstacles to their broad use.
© 2020, Mostafavi et al.

Entities:  

Keywords:  GWAS; genetics; genomics; human; human genetics; polygenic scores; portability; trait prediction

Mesh:

Year:  2020        PMID: 31999256      PMCID: PMC7067566          DOI: 10.7554/eLife.48376

Source DB:  PubMed          Journal:  Elife        ISSN: 2050-084X            Impact factor:   8.140


  79 in total

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

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Journal:  Elife       Date:  2019-03-21       Impact factor: 8.140

4.  Genetic influence on social outcomes during and after the Soviet era in Estonia.

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Journal:  Nat Hum Behav       Date:  2018-04-09

5.  Modeling Linkage Disequilibrium Increases Accuracy of Polygenic Risk Scores.

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6.  Efficient Bayesian mixed-model analysis increases association power in large cohorts.

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Journal:  Nat Genet       Date:  2015-02-02       Impact factor: 38.330

7.  Estimates of the Heritability of Human Longevity Are Substantially Inflated due to Assortative Mating.

Authors:  J Graham Ruby; Kevin M Wright; Kristin A Rand; Amir Kermany; Keith Noto; Don Curtis; Neal Varner; Daniel Garrigan; Dmitri Slinkov; Ilya Dorfman; Julie M Granka; Jake Byrnes; Natalie Myres; Catherine Ball
Journal:  Genetics       Date:  2018-11       Impact factor: 4.562

8.  A method for genome-wide genealogy estimation for thousands of samples.

Authors:  Leo Speidel; Marie Forest; Sinan Shi; Simon R Myers
Journal:  Nat Genet       Date:  2019-09-02       Impact factor: 38.330

9.  Assessing the Causal Relationship of Maternal Height on Birth Size and Gestational Age at Birth: A Mendelian Randomization Analysis.

Authors:  Ge Zhang; Jonas Bacelis; Candice Lengyel; Kari Teramo; Mikko Hallman; Øyvind Helgeland; Stefan Johansson; Ronny Myhre; Verena Sengpiel; Pål Rasmus Njølstad; Bo Jacobsson; Louis Muglia
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10.  Defining the role of common variation in the genomic and biological architecture of adult human height.

Authors:  Andrew R Wood; Tonu Esko; Jian Yang; Sailaja Vedantam; Tune H Pers; Stefan Gustafsson; Audrey Y Chu; Karol Estrada; Jian'an Luan; Zoltán Kutalik; Najaf Amin; Martin L Buchkovich; Damien C Croteau-Chonka; Felix R Day; Yanan Duan; Tove Fall; Rudolf Fehrmann; Teresa Ferreira; Anne U Jackson; Juha Karjalainen; Ken Sin Lo; Adam E Locke; Reedik Mägi; Evelin Mihailov; Eleonora Porcu; Joshua C Randall; André Scherag; Anna A E Vinkhuyzen; Harm-Jan Westra; Thomas W Winkler; Tsegaselassie Workalemahu; Jing Hua Zhao; Devin Absher; Eva Albrecht; Denise Anderson; Jeffrey Baron; Marian Beekman; Ayse Demirkan; Georg B Ehret; Bjarke Feenstra; Mary F Feitosa; Krista Fischer; Ross M Fraser; Anuj Goel; Jian Gong; Anne E Justice; Stavroula Kanoni; Marcus E Kleber; Kati Kristiansson; Unhee Lim; Vaneet Lotay; Julian C Lui; Massimo Mangino; Irene Mateo Leach; Carolina Medina-Gomez; Michael A Nalls; Dale R Nyholt; Cameron D Palmer; Dorota Pasko; Sonali Pechlivanis; Inga Prokopenko; Janina S Ried; Stephan Ripke; 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Philippe Froguel; Leif C Groop; Christopher A Haiman; Anders Hamsten; M Geoffrey Hayes; Jennie Hui; David J Hunter; Kristian Hveem; J Wouter Jukema; Robert C Kaplan; Mika Kivimaki; Diana Kuh; Markku Laakso; Yongmei Liu; Nicholas G Martin; Winfried März; Mads Melbye; Susanne Moebus; Patricia B Munroe; Inger Njølstad; Ben A Oostra; Colin N A Palmer; Nancy L Pedersen; Markus Perola; Louis Pérusse; Ulrike Peters; Joseph E Powell; Chris Power; Thomas Quertermous; Rainer Rauramaa; Eva Reinmaa; Paul M Ridker; Fernando Rivadeneira; Jerome I Rotter; Timo E Saaristo; Danish Saleheen; David Schlessinger; P Eline Slagboom; Harold Snieder; Tim D Spector; Konstantin Strauch; Michael Stumvoll; Jaakko Tuomilehto; Matti Uusitupa; Pim van der Harst; Henry Völzke; Mark Walker; Nicholas J Wareham; Hugh Watkins; H-Erich Wichmann; James F Wilson; Pieter Zanen; Panos Deloukas; Iris M Heid; Cecilia M Lindgren; Karen L Mohlke; Elizabeth K Speliotes; Unnur Thorsteinsdottir; Inês Barroso; Caroline S Fox; Kari E North; 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Journal:  Nat Genet       Date:  2014-10-05       Impact factor: 38.330

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