Literature DB >> 32709988

Tutorial: a guide to performing polygenic risk score analyses.

Shing Wan Choi1,2, Timothy Shin-Heng Mak3, Paul F O'Reilly4,5.   

Abstract

A polygenic score (PGS) or polygenic risk score (PRS) is an estimate of an individual's genetic liability to a trait or disease, calculated according to their genotype profile and relevant genome-wide association study (GWAS) data. While present PRSs typically explain only a small fraction of trait variance, their correlation with the single largest contributor to phenotypic variation-genetic liability-has led to the routine application of PRSs across biomedical research. Among a range of applications, PRSs are exploited to assess shared etiology between phenotypes, to evaluate the clinical utility of genetic data for complex disease and as part of experimental studies in which, for example, experiments are performed that compare outcomes (e.g., gene expression and cellular response to treatment) between individuals with low and high PRS values. As GWAS sample sizes increase and PRSs become more powerful, PRSs are set to play a key role in research and stratified medicine. However, despite the importance and growing application of PRSs, there are limited guidelines for performing PRS analyses, which can lead to inconsistency between studies and misinterpretation of results. Here, we provide detailed guidelines for performing and interpreting PRS analyses. We outline standard quality control steps, discuss different methods for the calculation of PRSs, provide an introductory online tutorial, highlight common misconceptions relating to PRS results, offer recommendations for best practice and discuss future challenges.

Entities:  

Mesh:

Year:  2020        PMID: 32709988      PMCID: PMC7612115          DOI: 10.1038/s41596-020-0353-1

Source DB:  PubMed          Journal:  Nat Protoc        ISSN: 1750-2799            Impact factor:   13.491


  85 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.  LD Score regression distinguishes confounding from polygenicity in genome-wide association studies.

Authors:  Brendan K Bulik-Sullivan; Po-Ru Loh; Hilary K Finucane; Stephan Ripke; Jian Yang; Nick Patterson; Mark J Daly; Alkes L Price; Benjamin M Neale
Journal:  Nat Genet       Date:  2015-02-02       Impact factor: 38.330

3.  Calculating medication error rates.

Authors:  B L Allan
Journal:  Am J Hosp Pharm       Date:  1987-05

4.  [Studies on positive brain scintigrams associated with cerebrovascular accidents (author's transl)].

Authors:  Y Sugitani
Journal:  Nihon Naika Gakkai Zasshi       Date:  1973-08

5.  [Prolonged neuromuscular paralysis following simultaneous administration of amikacin and pancuronium].

Authors:  J Castillo Monsegur; M Mañalich Vidal; J Beltrán; M A Nalda Felipe
Journal:  Rev Esp Anestesiol Reanim       Date:  1984 Jan-Feb

6.  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

7.  A Fast Method that Uses Polygenic Scores to Estimate the Variance Explained by Genome-wide Marker Panels and the Proportion of Variants Affecting a Trait.

Authors:  Luigi Palla; Frank Dudbridge
Journal:  Am J Hum Genet       Date:  2015-07-16       Impact factor: 11.025

8.  Genetic studies of body mass index yield new insights for obesity biology.

Authors:  Adam E Locke; Bratati Kahali; Sonja I Berndt; Anne E Justice; Tune H Pers; Felix R Day; Corey Powell; Sailaja Vedantam; Martin L Buchkovich; Jian Yang; Damien C Croteau-Chonka; Tonu Esko; Tove Fall; Teresa Ferreira; Stefan Gustafsson; Zoltán Kutalik; Jian'an Luan; Reedik Mägi; Joshua C Randall; Thomas W Winkler; Andrew R Wood; Tsegaselassie Workalemahu; Jessica D Faul; Jennifer A Smith; Jing Hua Zhao; Wei Zhao; Jin Chen; Rudolf Fehrmann; Åsa K Hedman; Juha Karjalainen; Ellen M Schmidt; Devin Absher; Najaf Amin; Denise Anderson; Marian Beekman; Jennifer L Bolton; Jennifer L Bragg-Gresham; Steven Buyske; Ayse Demirkan; Guohong Deng; Georg B Ehret; Bjarke Feenstra; Mary F Feitosa; Krista Fischer; Anuj Goel; Jian Gong; Anne U Jackson; Stavroula Kanoni; Marcus E Kleber; Kati Kristiansson; Unhee Lim; Vaneet Lotay; Massimo Mangino; Irene Mateo Leach; Carolina Medina-Gomez; Sarah E Medland; Michael A Nalls; Cameron D Palmer; Dorota Pasko; Sonali Pechlivanis; Marjolein J Peters; Inga Prokopenko; Dmitry Shungin; Alena Stančáková; Rona J Strawbridge; Yun Ju Sung; Toshiko Tanaka; Alexander Teumer; Stella Trompet; Sander W van der Laan; Jessica van Setten; Jana V Van Vliet-Ostaptchouk; Zhaoming Wang; Loïc Yengo; Weihua Zhang; Aaron Isaacs; Eva Albrecht; Johan Ärnlöv; Gillian M Arscott; Antony P Attwood; Stefania Bandinelli; Amy Barrett; Isabelita N Bas; Claire Bellis; Amanda J Bennett; Christian Berne; Roza Blagieva; Matthias Blüher; Stefan Böhringer; Lori L Bonnycastle; Yvonne Böttcher; Heather A Boyd; Marcel Bruinenberg; Ida H Caspersen; Yii-Der Ida Chen; Robert Clarke; E Warwick Daw; Anton J M de Craen; Graciela Delgado; Maria Dimitriou; Alex S F Doney; Niina Eklund; Karol Estrada; Elodie Eury; Lasse Folkersen; Ross M Fraser; Melissa E Garcia; Frank Geller; Vilmantas Giedraitis; Bruna Gigante; Alan S Go; Alain Golay; Alison H Goodall; Scott D Gordon; Mathias Gorski; Hans-Jörgen Grabe; Harald Grallert; Tanja B Grammer; Jürgen Gräßler; Henrik Grönberg; Christopher J Groves; Gaëlle Gusto; Jeffrey Haessler; Per Hall; Toomas Haller; Goran Hallmans; Catharina A Hartman; Maija Hassinen; Caroline Hayward; Nancy L Heard-Costa; Quinta Helmer; Christian Hengstenberg; Oddgeir Holmen; Jouke-Jan Hottenga; Alan L James; Janina M Jeff; Åsa Johansson; Jennifer Jolley; Thorhildur Juliusdottir; Leena Kinnunen; Wolfgang Koenig; Markku Koskenvuo; Wolfgang Kratzer; Jaana Laitinen; Claudia Lamina; Karin Leander; Nanette R Lee; Peter Lichtner; Lars Lind; Jaana Lindström; Ken Sin Lo; Stéphane Lobbens; Roberto Lorbeer; Yingchang Lu; François Mach; Patrik K E Magnusson; Anubha Mahajan; Wendy L McArdle; Stela McLachlan; Cristina Menni; Sigrun Merger; Evelin Mihailov; Lili Milani; Alireza Moayyeri; Keri L Monda; Mario A Morken; Antonella Mulas; Gabriele Müller; Martina Müller-Nurasyid; Arthur W Musk; Ramaiah Nagaraja; Markus M Nöthen; Ilja M Nolte; Stefan Pilz; Nigel W Rayner; Frida Renstrom; Rainer Rettig; Janina S Ried; Stephan Ripke; Neil R Robertson; Lynda M Rose; Serena Sanna; Hubert Scharnagl; Salome Scholtens; Fredrick R Schumacher; William R Scott; Thomas Seufferlein; Jianxin Shi; Albert Vernon Smith; Joanna Smolonska; Alice V Stanton; Valgerdur Steinthorsdottir; Kathleen Stirrups; Heather M Stringham; Johan Sundström; Morris A Swertz; Amy J Swift; Ann-Christine Syvänen; Sian-Tsung Tan; Bamidele O Tayo; Barbara Thorand; Gudmar Thorleifsson; Jonathan P Tyrer; Hae-Won Uh; Liesbeth Vandenput; Frank C Verhulst; Sita H Vermeulen; Niek Verweij; Judith M Vonk; Lindsay L Waite; Helen R Warren; Dawn Waterworth; Michael N Weedon; Lynne R Wilkens; Christina Willenborg; Tom Wilsgaard; Mary K Wojczynski; Andrew Wong; Alan F Wright; Qunyuan Zhang; Eoin P Brennan; Murim Choi; Zari Dastani; Alexander W Drong; Per Eriksson; Anders Franco-Cereceda; Jesper R Gådin; Ali G Gharavi; Michael E Goddard; Robert E Handsaker; Jinyan Huang; Fredrik Karpe; Sekar Kathiresan; Sarah Keildson; Krzysztof Kiryluk; Michiaki Kubo; Jong-Young Lee; Liming Liang; Richard P Lifton; Baoshan Ma; Steven A McCarroll; Amy J McKnight; Josine L Min; Miriam F Moffatt; Grant W Montgomery; Joanne M Murabito; George Nicholson; Dale R Nyholt; Yukinori Okada; John R B Perry; Rajkumar Dorajoo; Eva Reinmaa; Rany M Salem; Niina Sandholm; Robert A Scott; Lisette Stolk; Atsushi Takahashi; Toshihiro Tanaka; Ferdinand M van 't Hooft; Anna A E Vinkhuyzen; Harm-Jan Westra; Wei Zheng; Krina T Zondervan; Andrew C Heath; Dominique Arveiler; Stephan J L Bakker; John Beilby; Richard N Bergman; John Blangero; Pascal Bovet; Harry Campbell; Mark J Caulfield; Giancarlo Cesana; Aravinda Chakravarti; Daniel I Chasman; Peter S Chines; Francis S Collins; Dana C Crawford; L Adrienne Cupples; Daniele Cusi; John Danesh; Ulf de Faire; Hester M den Ruijter; Anna F Dominiczak; Raimund Erbel; Jeanette Erdmann; Johan G Eriksson; Martin Farrall; Stephan B Felix; Ele Ferrannini; Jean Ferrières; Ian Ford; Nita G Forouhi; Terrence Forrester; Oscar H Franco; Ron T Gansevoort; Pablo V Gejman; Christian Gieger; Omri Gottesman; Vilmundur Gudnason; Ulf Gyllensten; Alistair S Hall; Tamara B Harris; Andrew T Hattersley; Andrew A Hicks; Lucia A Hindorff; Aroon D Hingorani; Albert Hofman; Georg Homuth; G Kees Hovingh; Steve E Humphries; Steven C Hunt; Elina Hyppönen; Thomas Illig; Kevin B Jacobs; Marjo-Riitta Jarvelin; Karl-Heinz Jöckel; Berit Johansen; Pekka Jousilahti; J Wouter Jukema; Antti M Jula; Jaakko Kaprio; John J P Kastelein; Sirkka M Keinanen-Kiukaanniemi; Lambertus A Kiemeney; Paul Knekt; Jaspal S Kooner; Charles Kooperberg; Peter Kovacs; Aldi T Kraja; Meena Kumari; Johanna Kuusisto; Timo A Lakka; Claudia Langenberg; Loic Le Marchand; Terho Lehtimäki; Valeriya Lyssenko; Satu Männistö; André Marette; Tara C Matise; Colin A McKenzie; Barbara McKnight; Frans L Moll; Andrew D Morris; Andrew P Morris; Jeffrey C Murray; Mari Nelis; Claes Ohlsson; Albertine J Oldehinkel; Ken K Ong; Pamela A F Madden; Gerard Pasterkamp; John F Peden; Annette Peters; Dirkje S Postma; Peter P Pramstaller; Jackie F Price; Lu Qi; Olli T Raitakari; Tuomo Rankinen; D C Rao; Treva K Rice; Paul M Ridker; John D Rioux; Marylyn D Ritchie; Igor Rudan; Veikko Salomaa; Nilesh J Samani; Jouko Saramies; Mark A Sarzynski; Heribert Schunkert; Peter E H Schwarz; Peter Sever; Alan R Shuldiner; Juha Sinisalo; Ronald P Stolk; Konstantin Strauch; Anke Tönjes; David-Alexandre Trégouët; Angelo Tremblay; Elena Tremoli; Jarmo Virtamo; Marie-Claude Vohl; Uwe Völker; Gérard Waeber; Gonneke Willemsen; Jacqueline C Witteman; M Carola Zillikens; Linda S Adair; Philippe Amouyel; Folkert W Asselbergs; Themistocles L Assimes; Murielle Bochud; Bernhard O Boehm; Eric Boerwinkle; Stefan R Bornstein; Erwin P Bottinger; Claude Bouchard; Stéphane Cauchi; John C Chambers; Stephen J Chanock; Richard S Cooper; Paul I W de Bakker; George Dedoussis; Luigi Ferrucci; Paul W Franks; Philippe Froguel; Leif C Groop; Christopher A Haiman; Anders Hamsten; Jennie Hui; David J Hunter; Kristian Hveem; Robert C Kaplan; Mika Kivimaki; Diana Kuh; Markku Laakso; Yongmei Liu; Nicholas G Martin; Winfried März; Mads Melbye; Andres Metspalu; Susanne Moebus; Patricia B Munroe; Inger Njølstad; Ben A Oostra; Colin N A Palmer; Nancy L Pedersen; Markus Perola; Louis Pérusse; Ulrike Peters; Chris Power; Thomas Quertermous; Rainer Rauramaa; Fernando Rivadeneira; Timo E Saaristo; Danish Saleheen; Naveed Sattar; Eric E Schadt; David Schlessinger; P Eline Slagboom; Harold Snieder; Tim D Spector; Unnur Thorsteinsdottir; Michael Stumvoll; Jaakko Tuomilehto; André G Uitterlinden; Matti Uusitupa; Pim van der Harst; Mark Walker; Henri Wallaschofski; Nicholas J Wareham; Hugh Watkins; David R Weir; H-Erich Wichmann; James F Wilson; Pieter Zanen; Ingrid B Borecki; Panos Deloukas; Caroline S Fox; Iris M Heid; Jeffrey R O'Connell; David P Strachan; Kari Stefansson; Cornelia M van Duijn; Gonçalo R Abecasis; Lude Franke; Timothy M Frayling; Mark I McCarthy; Peter M Visscher; André Scherag; Cristen J Willer; Michael Boehnke; Karen L Mohlke; Cecilia M Lindgren; Jacques S Beckmann; Inês Barroso; Kari E North; Erik Ingelsson; Joel N Hirschhorn; Ruth J F Loos; Elizabeth K Speliotes
Journal:  Nature       Date:  2015-02-12       Impact factor: 49.962

9.  Common polygenic variation contributes to risk of schizophrenia and bipolar disorder.

Authors:  Shaun M Purcell; Naomi R Wray; Jennifer L Stone; Peter M Visscher; Michael C O'Donovan; Patrick F Sullivan; Pamela Sklar
Journal:  Nature       Date:  2009-07-01       Impact factor: 49.962

Review 10.  Polygenic Epidemiology.

Authors:  Frank Dudbridge
Journal:  Genet Epidemiol       Date:  2016-04-07       Impact factor: 2.135

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  196 in total

1.  Swarm: A federated cloud framework for large-scale variant analysis.

Authors:  Amir Bahmani; Kyle Ferriter; Vandhana Krishnan; Arash Alavi; Amir Alavi; Philip S Tsao; Michael P Snyder; Cuiping Pan
Journal:  PLoS Comput Biol       Date:  2021-05-12       Impact factor: 4.475

Review 2.  A Bioinformatics Crash Course for Interpreting Genomics Data.

Authors:  Daniel M Rotroff
Journal:  Chest       Date:  2020-07       Impact factor: 9.410

3.  Geographic variation in the polygenic score of height in Japan.

Authors:  Mariko Isshiki; Yusuke Watanabe; Jun Ohashi
Journal:  Hum Genet       Date:  2021-04-26       Impact factor: 4.132

Review 4.  Genetic prediction of complex traits with polygenic scores: a statistical review.

Authors:  Ying Ma; Xiang Zhou
Journal:  Trends Genet       Date:  2021-07-06       Impact factor: 11.639

5.  Polygenic risk for traumatic loss-related PTSD in US military veterans: Protective effect of secure attachment style.

Authors:  Ruth H Asch; Irina Esterlis; Frank R Wendt; Lorig Kachadourian; Steven M Southwick; Joel Gelernter; Renato Polimanti; Robert H Pietrzak
Journal:  World J Biol Psychiatry       Date:  2021-05-20       Impact factor: 4.132

Review 6.  Social epigenomics: are we at an impasse?

Authors:  Amy L Non
Journal:  Epigenomics       Date:  2021-03-22       Impact factor: 4.778

7.  Polygenic risk score for alcohol drinking behavior improves prediction of inflammatory bowel disease risk.

Authors:  Antonio F Di Narzo; Amy Hart; Roman Kosoy; Lauren Peters; Aleksandar Stojmirovic; Haoxiang Cheng; Zhongyang Zhang; Mingxu Shan; Judy Cho; Andrew Kasarskis; Carmen Argmann; Inga Peter; Eric E Schadt; Ke Hao
Journal:  Hum Mol Genet       Date:  2021-04-30       Impact factor: 6.150

8.  Sleep deficits and cannabis use behaviors: an analysis of shared genetics using linkage disequilibrium score regression and polygenic risk prediction.

Authors:  Evan A Winiger; Jarrod M Ellingson; Claire L Morrison; Robin P Corley; Joëlle A Pasman; Tamara L Wall; Christian J Hopfer; John K Hewitt
Journal:  Sleep       Date:  2021-03-12       Impact factor: 5.849

9.  Polygenic risk for major depression is associated with lifetime suicide attempt in US soldiers independent of personal and parental history of major depression.

Authors:  Murray B Stein; Sonia Jain; Laura Campbell-Sills; Erin B Ware; Karmel W Choi; Feng He; Tian Ge; Joel Gelernter; Jordan W Smoller; Ronald C Kessler; Robert J Ursano
Journal:  Am J Med Genet B Neuropsychiatr Genet       Date:  2021-07-21       Impact factor: 3.568

10.  Polygenic prediction of atopic dermatitis improves with atopic training and filaggrin factors.

Authors:  Christopher H Arehart; Michelle Daya; Monica Campbell; Meher Preethi Boorgula; Nicholas Rafaels; Sameer Chavan; Gloria David; Jon Hanifin; Mark K Slifka; Richard L Gallo; Tissa Hata; Lynda C Schneider; Amy S Paller; Peck Y Ong; Jonathan M Spergel; Emma Guttman-Yassky; Donald Y M Leung; Lisa A Beck; Christopher R Gignoux; Rasika A Mathias; Kathleen C Barnes
Journal:  J Allergy Clin Immunol       Date:  2021-06-07       Impact factor: 10.793

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