Literature DB >> 28854176

Concepts, estimation and interpretation of SNP-based heritability.

Jian Yang1,2, Jian Zeng1, Michael E Goddard3,4, Naomi R Wray1,2, Peter M Visscher1,2.   

Abstract

Narrow-sense heritability (h2) is an important genetic parameter that quantifies the proportion of phenotypic variance in a trait attributable to the additive genetic variation generated by all causal variants. Estimation of h2 previously relied on closely related individuals, but recent developments allow estimation of the variance explained by all SNPs used in a genome-wide association study (GWAS) in conventionally unrelated individuals, that is, the SNP-based heritability (). In this Perspective, we discuss recently developed methods to estimate for a complex trait (and genetic correlation between traits) using individual-level or summary GWAS data. We discuss issues that could influence the accuracy of , definitions, assumptions and interpretations of the models, and pitfalls of misusing the methods and misinterpreting the models and results.

Mesh:

Year:  2017        PMID: 28854176     DOI: 10.1038/ng.3941

Source DB:  PubMed          Journal:  Nat Genet        ISSN: 1061-4036            Impact factor:   38.330


  56 in total

1.  Increased accuracy of artificial selection by using the realized relationship matrix.

Authors:  B J Hayes; P M Visscher; M E Goddard
Journal:  Genet Res (Camb)       Date:  2009-02       Impact factor: 1.588

2.  Personal genomes: The case of the missing heritability.

Authors:  Brendan Maher
Journal:  Nature       Date:  2008-11-06       Impact factor: 49.962

3.  Estimation of SNP heritability from dense genotype data.

Authors:  S Hong Lee; Jian Yang; Guo-Bo Chen; Stephan Ripke; Eli A Stahl; Christina M Hultman; Pamela Sklar; Peter M Visscher; Patrick F Sullivan; Michael E Goddard; Naomi R Wray
Journal:  Am J Hum Genet       Date:  2013-12-05       Impact factor: 11.025

4.  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

5.  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

6.  Quantifying missing heritability at known GWAS loci.

Authors:  Alexander Gusev; Gaurav Bhatia; Noah Zaitlen; Bjarni J Vilhjalmsson; Dorothée Diogo; Eli A Stahl; Peter K Gregersen; Jane Worthington; Lars Klareskog; Soumya Raychaudhuri; Robert M Plenge; Bogdan Pasaniuc; Alkes L Price
Journal:  PLoS Genet       Date:  2013-12-26       Impact factor: 5.917

7.  Genetic relationship between five psychiatric disorders estimated from genome-wide SNPs.

Authors:  S Hong Lee; Stephan Ripke; Benjamin M Neale; Stephen V Faraone; Shaun M Purcell; Roy H Perlis; Bryan J Mowry; Anita Thapar; Michael E Goddard; John S Witte; Devin Absher; Ingrid Agartz; Huda Akil; Farooq Amin; Ole A Andreassen; Adebayo Anjorin; Richard Anney; Verneri Anttila; Dan E Arking; Philip Asherson; Maria H Azevedo; Lena Backlund; Judith A Badner; Anthony J Bailey; Tobias Banaschewski; Jack D Barchas; Michael R Barnes; Thomas B Barrett; Nicholas Bass; Agatino Battaglia; Michael Bauer; Mònica Bayés; Frank Bellivier; Sarah E Bergen; Wade Berrettini; Catalina Betancur; Thomas Bettecken; Joseph Biederman; Elisabeth B Binder; Donald W Black; Douglas H R Blackwood; Cinnamon S Bloss; Michael Boehnke; Dorret I Boomsma; Gerome Breen; René Breuer; Richard Bruggeman; Paul Cormican; Nancy G Buccola; Jan K Buitelaar; William E Bunney; Joseph D Buxbaum; William F Byerley; Enda M Byrne; Sian Caesar; Wiepke Cahn; Rita M Cantor; Miguel Casas; Aravinda Chakravarti; Kimberly Chambert; Khalid Choudhury; Sven Cichon; C Robert Cloninger; David A Collier; Edwin H Cook; Hilary Coon; Bru Cormand; Aiden Corvin; William H Coryell; David W Craig; Ian W Craig; Jennifer Crosbie; Michael L Cuccaro; David Curtis; Darina Czamara; Susmita Datta; Geraldine Dawson; Richard Day; Eco J De Geus; Franziska Degenhardt; Srdjan Djurovic; Gary J Donohoe; Alysa E Doyle; Jubao Duan; Frank Dudbridge; Eftichia Duketis; Richard P Ebstein; Howard J Edenberg; Josephine Elia; Sean Ennis; Bruno Etain; Ayman Fanous; Anne E Farmer; I Nicol Ferrier; Matthew Flickinger; Eric Fombonne; Tatiana Foroud; Josef Frank; Barbara Franke; Christine Fraser; Robert Freedman; Nelson B Freimer; Christine M Freitag; Marion Friedl; Louise Frisén; Louise Gallagher; Pablo V Gejman; Lyudmila Georgieva; Elliot S Gershon; Daniel H Geschwind; Ina Giegling; Michael Gill; Scott D Gordon; Katherine Gordon-Smith; Elaine K Green; Tiffany A Greenwood; Dorothy E Grice; Magdalena Gross; Detelina Grozeva; Weihua Guan; Hugh Gurling; Lieuwe De Haan; Jonathan L Haines; Hakon Hakonarson; Joachim Hallmayer; Steven P Hamilton; Marian L Hamshere; Thomas F Hansen; Annette M Hartmann; Martin Hautzinger; Andrew C Heath; Anjali K Henders; Stefan Herms; Ian B Hickie; Maria Hipolito; Susanne Hoefels; Peter A Holmans; Florian Holsboer; Witte J Hoogendijk; Jouke-Jan Hottenga; Christina M Hultman; Vanessa Hus; Andrés Ingason; Marcus Ising; Stéphane Jamain; Edward G Jones; Ian Jones; Lisa Jones; Jung-Ying Tzeng; Anna K Kähler; René S Kahn; Radhika Kandaswamy; Matthew C Keller; James L Kennedy; Elaine Kenny; Lindsey Kent; Yunjung Kim; George K Kirov; Sabine M Klauck; Lambertus Klei; James A Knowles; Martin A Kohli; Daniel L Koller; Bettina Konte; Ania Korszun; Lydia Krabbendam; Robert Krasucki; Jonna Kuntsi; Phoenix Kwan; Mikael Landén; Niklas Långström; Mark Lathrop; Jacob Lawrence; William B Lawson; Marion Leboyer; David H Ledbetter; Phil H Lee; Todd Lencz; Klaus-Peter Lesch; Douglas F Levinson; Cathryn M Lewis; Jun Li; Paul Lichtenstein; Jeffrey A Lieberman; Dan-Yu Lin; Don H Linszen; Chunyu Liu; Falk W Lohoff; Sandra K Loo; Catherine Lord; Jennifer K Lowe; Susanne Lucae; Donald J MacIntyre; Pamela A F Madden; Elena Maestrini; Patrik K E Magnusson; Pamela B Mahon; Wolfgang Maier; Anil K Malhotra; Shrikant M Mane; Christa L Martin; Nicholas G Martin; Manuel Mattheisen; Keith Matthews; Morten Mattingsdal; Steven A McCarroll; Kevin A McGhee; James J McGough; Patrick J McGrath; Peter McGuffin; Melvin G McInnis; Andrew McIntosh; Rebecca McKinney; Alan W McLean; Francis J McMahon; William M McMahon; Andrew McQuillin; Helena Medeiros; Sarah E Medland; Sandra Meier; Ingrid Melle; Fan Meng; Jobst Meyer; Christel M Middeldorp; Lefkos Middleton; Vihra Milanova; Ana Miranda; Anthony P Monaco; Grant W Montgomery; Jennifer L Moran; Daniel Moreno-De-Luca; Gunnar Morken; Derek W Morris; Eric M Morrow; Valentina Moskvina; Pierandrea Muglia; Thomas W Mühleisen; Walter J Muir; Bertram Müller-Myhsok; Michael Murtha; Richard M Myers; Inez Myin-Germeys; Michael C Neale; Stan F Nelson; Caroline M Nievergelt; Ivan Nikolov; Vishwajit Nimgaonkar; Willem A Nolen; Markus M Nöthen; John I Nurnberger; Evaristus A Nwulia; Dale R Nyholt; Colm O'Dushlaine; Robert D Oades; Ann Olincy; Guiomar Oliveira; Line Olsen; Roel A Ophoff; Urban Osby; Michael J Owen; Aarno Palotie; Jeremy R Parr; Andrew D Paterson; Carlos N Pato; Michele T Pato; Brenda W Penninx; Michele L Pergadia; Margaret A Pericak-Vance; Benjamin S Pickard; Jonathan Pimm; Joseph Piven; Danielle Posthuma; James B Potash; Fritz Poustka; Peter Propping; Vinay Puri; Digby J Quested; Emma M Quinn; Josep Antoni Ramos-Quiroga; Henrik B Rasmussen; Soumya Raychaudhuri; Karola Rehnström; Andreas Reif; Marta Ribasés; John P Rice; Marcella Rietschel; Kathryn Roeder; Herbert Roeyers; Lizzy Rossin; Aribert Rothenberger; Guy Rouleau; Douglas Ruderfer; Dan Rujescu; Alan R Sanders; Stephan J Sanders; Susan L Santangelo; Joseph A Sergeant; Russell Schachar; Martin Schalling; Alan F Schatzberg; William A Scheftner; Gerard D Schellenberg; Stephen W Scherer; Nicholas J Schork; Thomas G Schulze; Johannes Schumacher; Markus Schwarz; Edward Scolnick; Laura J Scott; Jianxin Shi; Paul D Shilling; Stanley I Shyn; Jeremy M Silverman; Susan L Slager; Susan L Smalley; Johannes H Smit; Erin N Smith; Edmund J S Sonuga-Barke; David St Clair; Matthew State; Michael Steffens; Hans-Christoph Steinhausen; John S Strauss; Jana Strohmaier; T Scott Stroup; James S Sutcliffe; Peter Szatmari; Szabocls Szelinger; Srinivasa Thirumalai; Robert C Thompson; Alexandre A Todorov; Federica Tozzi; Jens Treutlein; Manfred Uhr; Edwin J C G van den Oord; Gerard Van Grootheest; Jim Van Os; Astrid M Vicente; Veronica J Vieland; John B Vincent; Peter M Visscher; Christopher A Walsh; Thomas H Wassink; Stanley J Watson; Myrna M Weissman; Thomas Werge; Thomas F Wienker; Ellen M Wijsman; Gonneke Willemsen; Nigel Williams; A Jeremy Willsey; Stephanie H Witt; Wei Xu; Allan H Young; Timothy W Yu; Stanley Zammit; Peter P Zandi; Peng Zhang; Frans G Zitman; Sebastian Zöllner; Bernie Devlin; John R Kelsoe; Pamela Sklar; Mark J Daly; Michael C O'Donovan; Nicholas Craddock; Patrick F Sullivan; Jordan W Smoller; Kenneth S Kendler; Naomi R Wray
Journal:  Nat Genet       Date:  2013-08-11       Impact factor: 38.330

8.  Ubiquitous polygenicity of human complex traits: genome-wide analysis of 49 traits in Koreans.

Authors:  Jian Yang; Taeheon Lee; Jaemin Kim; Myeong-Chan Cho; Bok-Ghee Han; Jong-Young Lee; Hyun-Jeong Lee; Seoae Cho; Heebal Kim
Journal:  PLoS Genet       Date:  2013-03-07       Impact factor: 5.917

9.  Biological insights from 108 schizophrenia-associated genetic loci.

Authors: 
Journal:  Nature       Date:  2014-07-22       Impact factor: 49.962

10.  Contrasting genetic architectures of schizophrenia and other complex diseases using fast variance-components analysis.

Authors:  Po-Ru Loh; Gaurav Bhatia; Alexander Gusev; Hilary K Finucane; Brendan K Bulik-Sullivan; Samuela J Pollack; Teresa R de Candia; Sang Hong Lee; Naomi R Wray; Kenneth S Kendler; Michael C O'Donovan; Benjamin M Neale; Nick Patterson; Alkes L Price
Journal:  Nat Genet       Date:  2015-11-02       Impact factor: 38.330

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  106 in total

1.  Characterization of DSM-IV Opioid Dependence Among Individuals of European Ancestry.

Authors:  Leslie A Brick; Lauren Micalizzi; Valerie S Knopik; Rohan H C Palmer
Journal:  J Stud Alcohol Drugs       Date:  2019-05       Impact factor: 2.582

2.  One Hundred Years of Linkage Disequilibrium.

Authors:  John A Sved; William G Hill
Journal:  Genetics       Date:  2018-07       Impact factor: 4.562

3.  Estimating SNP-Based Heritability and Genetic Correlation in Case-Control Studies Directly and with Summary Statistics.

Authors:  Omer Weissbrod; Jonathan Flint; Saharon Rosset
Journal:  Am J Hum Genet       Date:  2018-07-05       Impact factor: 11.025

4.  Meta-analysis of genome-wide association studies for height and body mass index in ∼700000 individuals of European ancestry.

Authors:  Loic Yengo; Julia Sidorenko; Kathryn E Kemper; Zhili Zheng; Andrew R Wood; Michael N Weedon; Timothy M Frayling; Joel Hirschhorn; Jian Yang; Peter M Visscher
Journal:  Hum Mol Genet       Date:  2018-10-15       Impact factor: 6.150

Review 5.  Predicting Polygenic Risk of Psychiatric Disorders.

Authors:  Alicia R Martin; Mark J Daly; Elise B Robinson; Steven E Hyman; Benjamin M Neale
Journal:  Biol Psychiatry       Date:  2018-12-28       Impact factor: 13.382

Review 6.  Advancing the use of genome-wide association studies for drug repurposing.

Authors:  William R Reay; Murray J Cairns
Journal:  Nat Rev Genet       Date:  2021-07-23       Impact factor: 53.242

7.  Evaluating and improving heritability models using summary statistics.

Authors:  Doug Speed; John Holmes; David J Balding
Journal:  Nat Genet       Date:  2020-03-23       Impact factor: 38.330

Review 8.  Deconstructing the sources of genotype-phenotype associations in humans.

Authors:  Alexander I Young; Stefania Benonisdottir; Molly Przeworski; Augustine Kong
Journal:  Science       Date:  2019-09-27       Impact factor: 47.728

9.  Polygenic Architecture of Human Neuroanatomical Diversity.

Authors:  Anne Biton; Nicolas Traut; Jean-Baptiste Poline; Benjamin S Aribisala; Mark E Bastin; Robin Bülow; Simon R Cox; Ian J Deary; Masaki Fukunaga; Hans J Grabe; Saskia Hagenaars; Ryota Hashimoto; Masataka Kikuchi; Susana Muñoz Maniega; Matthias Nauck; Natalie A Royle; Alexander Teumer; Maria Valdés Hernández; Uwe Völker; Joanna M Wardlaw; Katharina Wittfeld; Hidenaga Yamamori; Thomas Bourgeron; Roberto Toro
Journal:  Cereb Cortex       Date:  2020-04-14       Impact factor: 5.357

10.  Genomic regions influencing aggressive behavior in honey bees are defined by colony allele frequencies.

Authors:  Arián Avalos; Miaoquan Fang; Hailin Pan; Aixa Ramirez Lluch; Alexander E Lipka; Sihai Dave Zhao; Tugrul Giray; Gene E Robinson; Guojie Zhang; Matthew E Hudson
Journal:  Proc Natl Acad Sci U S A       Date:  2020-07-06       Impact factor: 11.205

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