Literature DB >> 28401901

Missing heritability: is the gap closing? An analysis of 32 complex traits in the Lifelines Cohort Study.

Ilja M Nolte1, Peter J van der Most1, Behrooz Z Alizadeh1, Paul Iw de Bakker2,3, H Marike Boezen1, Marcel Bruinenberg4, Lude Franke5, Pim van der Harst6, Gerjan Navis7, Dirkje S Postma8, Marianne G Rots9, Ronald P Stolk1, Morris A Swertz5, Bruce Hr Wolffenbuttel10, Cisca Wijmenga5, Harold Snieder1.   

Abstract

Despite the recent explosive rise in number of genetic markers for complex disease traits identified in genome-wide association studies, there is still a large gap between the known heritability of these traits and the part explained by these markers. To gauge whether this 'heritability gap' is closing, we first identified genome-wide significant SNPs from the literature and performed replication analyses for 32 highly relevant traits from five broad disease areas in 13 436 subjects of the Lifelines Cohort. Next, we calculated the variance explained by multi-SNP genetic risk scores (GRSs) for each trait, and compared it to their broad- and narrow-sense heritabilities captured by all common SNPs. The majority of all previously-associated SNPs (median=75%) were significantly associated with their respective traits. All GRSs were significant, with unweighted GRSs generally explaining less phenotypic variance than weighted GRSs, for which the explained variance was highest for height (15.5%) and varied between 0.02 and 6.7% for the other traits. Broad-sense common-SNP heritability estimates were significant for all traits, with the additive effect of common SNPs explaining 48.9% of the variance for height and between 5.6 and 39.2% for the other traits. Dominance effects were uniformly small (0-1.5%) and not significant. On average, the variance explained by the weighted GRSs accounted for only 10.7% of the common-SNP heritability of the 32 traits. These results indicate that GRSs may not yet be ready for accurate personalized prediction of complex disease traits limiting widespread adoption in clinical practice.

Mesh:

Year:  2017        PMID: 28401901      PMCID: PMC5520063          DOI: 10.1038/ejhg.2017.50

Source DB:  PubMed          Journal:  Eur J Hum Genet        ISSN: 1018-4813            Impact factor:   4.246


  54 in total

1.  The mystery of missing heritability: Genetic interactions create phantom heritability.

Authors:  Or Zuk; Eliana Hechter; Shamil R Sunyaev; Eric S Lander
Journal:  Proc Natl Acad Sci U S A       Date:  2012-01-05       Impact factor: 11.205

2.  Universal risk factors for multifactorial diseases: LifeLines: a three-generation population-based study.

Authors:  Ronald P Stolk; Judith G M Rosmalen; Dirkje S Postma; Rudolf A de Boer; Gerjan Navis; Joris P J Slaets; Johan Ormel; Bruce H R Wolffenbuttel
Journal:  Eur J Epidemiol       Date:  2007-12-13       Impact factor: 8.082

3.  Potential etiologic and functional implications of genome-wide association loci for human diseases and traits.

Authors:  Lucia A Hindorff; Praveen Sethupathy; Heather A Junkins; Erin M Ramos; Jayashri P Mehta; Francis S Collins; Teri A Manolio
Journal:  Proc Natl Acad Sci U S A       Date:  2009-05-27       Impact factor: 11.205

4.  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

5.  Genome partitioning of genetic variation for complex traits using common SNPs.

Authors:  Jian Yang; Teri A Manolio; Louis R Pasquale; Eric Boerwinkle; Neil Caporaso; Julie M Cunningham; Mariza de Andrade; Bjarke Feenstra; Eleanor Feingold; M Geoffrey Hayes; William G Hill; Maria Teresa Landi; Alvaro Alonso; Guillaume Lettre; Peng Lin; Hua Ling; William Lowe; Rasika A Mathias; Mads Melbye; Elizabeth Pugh; Marilyn C Cornelis; Bruce S Weir; Michael E Goddard; Peter M Visscher
Journal:  Nat Genet       Date:  2011-05-08       Impact factor: 38.330

6.  Meta-analysis of the heritability of human traits based on fifty years of twin studies.

Authors:  Tinca J C Polderman; Beben Benyamin; Christiaan A de Leeuw; Patrick F Sullivan; Arjen van Bochoven; Peter M Visscher; Danielle Posthuma
Journal:  Nat Genet       Date:  2015-05-18       Impact factor: 38.330

7.  Genome-wide association analysis identifies six new loci associated with forced vital capacity.

Authors:  Daan W Loth; María Soler Artigas; Sina A Gharib; Louise V Wain; Nora Franceschini; Beate Koch; Tess D Pottinger; Albert Vernon Smith; Qing Duan; Chris Oldmeadow; Mi Kyeong Lee; David P Strachan; Alan L James; Jennifer E Huffman; Veronique Vitart; Adaikalavan Ramasamy; Nicholas J Wareham; Jaakko Kaprio; Xin-Qun Wang; Holly Trochet; Mika Kähönen; Claudia Flexeder; Eva Albrecht; Lorna M Lopez; Kim de Jong; Bharat Thyagarajan; Alexessander Couto Alves; Stefan Enroth; Ernst Omenaas; Peter K Joshi; Tove Fall; Ana Viñuela; Lenore J Launer; Laura R Loehr; Myriam Fornage; Guo Li; Jemma B Wilk; Wenbo Tang; Ani Manichaikul; Lies Lahousse; Tamara B Harris; Kari E North; Alicja R Rudnicka; Jennie Hui; Xiangjun Gu; Thomas Lumley; Alan F Wright; Nicholas D Hastie; Susan Campbell; Rajesh Kumar; Isabelle Pin; Robert A Scott; Kirsi H Pietiläinen; Ida Surakka; Yongmei Liu; Elizabeth G Holliday; Holger Schulz; Joachim Heinrich; Gail Davies; Judith M Vonk; Mary Wojczynski; Anneli Pouta; Asa Johansson; Sarah H Wild; Erik Ingelsson; Fernando Rivadeneira; Henry Völzke; Pirro G Hysi; Gudny Eiriksdottir; Alanna C Morrison; Jerome I Rotter; Wei Gao; Dirkje S Postma; Wendy B White; Stephen S Rich; Albert Hofman; Thor Aspelund; David Couper; Lewis J Smith; Bruce M Psaty; Kurt Lohman; Esteban G Burchard; André G Uitterlinden; Melissa Garcia; Bonnie R Joubert; Wendy L McArdle; A Bill Musk; Nadia Hansel; Susan R Heckbert; Lina Zgaga; Joyce B J van Meurs; Pau Navarro; Igor Rudan; Yeon-Mok Oh; Susan Redline; Deborah L Jarvis; Jing Hua Zhao; Taina Rantanen; George T O'Connor; Samuli Ripatti; Rodney J Scott; Stefan Karrasch; Harald Grallert; Nathan C Gaddis; John M Starr; Cisca Wijmenga; Ryan L Minster; David J Lederer; Juha Pekkanen; Ulf Gyllensten; Harry Campbell; Andrew P Morris; Sven Gläser; Christopher J Hammond; Kristin M Burkart; John Beilby; Stephen B Kritchevsky; Vilmundur Gudnason; Dana B Hancock; O Dale Williams; Ozren Polasek; Tatijana Zemunik; Ivana Kolcic; Marcy F Petrini; Matthias Wjst; Woo Jin Kim; David J Porteous; Generation Scotland; Blair H Smith; Anne Viljanen; Markku Heliövaara; John R Attia; Ian Sayers; Regina Hampel; Christian Gieger; Ian J Deary; H Marike Boezen; Anne Newman; Marjo-Riitta Jarvelin; James F Wilson; Lars Lind; Bruno H Stricker; Alexander Teumer; Timothy D Spector; Erik Melén; Marjolein J Peters; Leslie A Lange; R Graham Barr; Ken R Bracke; Fien M Verhamme; Joohon Sung; Pieter S Hiemstra; Patricia A Cassano; Akshay Sood; Caroline Hayward; Josée Dupuis; Ian P Hall; Guy G Brusselle; Martin D Tobin; Stephanie J London
Journal:  Nat Genet       Date:  2014-06-15       Impact factor: 38.330

8.  Common variants at 10 genomic loci influence hemoglobin A₁(C) levels via glycemic and nonglycemic pathways.

Authors:  Nicole Soranzo; Serena Sanna; Eleanor Wheeler; Christian Gieger; Dörte Radke; Josée Dupuis; Nabila Bouatia-Naji; Claudia Langenberg; Inga Prokopenko; Elliot Stolerman; Manjinder S Sandhu; Matthew M Heeney; Joseph M Devaney; Muredach P Reilly; Sally L Ricketts; Alexandre F R Stewart; Benjamin F Voight; Christina Willenborg; Benjamin Wright; David Altshuler; Dan Arking; Beverley Balkau; Daniel Barnes; Eric Boerwinkle; Bernhard Böhm; Amélie Bonnefond; Lori L Bonnycastle; Dorret I Boomsma; Stefan R Bornstein; Yvonne Böttcher; Suzannah Bumpstead; Mary Susan Burnett-Miller; Harry Campbell; Antonio Cao; John Chambers; Robert Clark; Francis S Collins; Josef Coresh; Eco J C de Geus; Mariano Dei; Panos Deloukas; Angela Döring; Josephine M Egan; Roberto Elosua; Luigi Ferrucci; Nita Forouhi; Caroline S Fox; Christopher Franklin; Maria Grazia Franzosi; Sophie Gallina; Anuj Goel; Jürgen Graessler; Harald Grallert; Andreas Greinacher; David Hadley; Alistair Hall; Anders Hamsten; Caroline Hayward; Simon Heath; Christian Herder; Georg Homuth; Jouke-Jan Hottenga; Rachel Hunter-Merrill; Thomas Illig; Anne U Jackson; Antti Jula; Marcus Kleber; Christopher W Knouff; Augustine Kong; Jaspal Kooner; Anna Köttgen; Peter Kovacs; Knut Krohn; Brigitte Kühnel; Johanna Kuusisto; Markku Laakso; Mark Lathrop; Cécile Lecoeur; Man Li; Mingyao Li; Ruth J F Loos; Jian'an Luan; Valeriya Lyssenko; Reedik Mägi; Patrik K E Magnusson; Anders Mälarstig; Massimo Mangino; María Teresa Martínez-Larrad; Winfried März; Wendy L McArdle; Ruth McPherson; Christa Meisinger; Thomas Meitinger; Olle Melander; Karen L Mohlke; Vincent E Mooser; Mario A Morken; Narisu Narisu; David M Nathan; Matthias Nauck; Chris O'Donnell; Konrad Oexle; Nazario Olla; James S Pankow; Felicity Payne; John F Peden; Nancy L Pedersen; Leena Peltonen; Markus Perola; Ozren Polasek; Eleonora Porcu; Daniel J Rader; Wolfgang Rathmann; Samuli Ripatti; Ghislain Rocheleau; Michael Roden; Igor Rudan; Veikko Salomaa; Richa Saxena; David Schlessinger; Heribert Schunkert; Peter Schwarz; Udo Seedorf; Elizabeth Selvin; Manuel Serrano-Ríos; Peter Shrader; Angela Silveira; David Siscovick; Kjioung Song; Timothy D Spector; Kari Stefansson; Valgerdur Steinthorsdottir; David P Strachan; Rona Strawbridge; Michael Stumvoll; Ida Surakka; Amy J Swift; Toshiko Tanaka; Alexander Teumer; Gudmar Thorleifsson; Unnur Thorsteinsdottir; Anke Tönjes; Gianluca Usala; Veronique Vitart; Henry Völzke; Henri Wallaschofski; Dawn M Waterworth; Hugh Watkins; H-Erich Wichmann; Sarah H Wild; Gonneke Willemsen; Gordon H Williams; James F Wilson; Juliane Winkelmann; Alan F Wright; Carina Zabena; Jing Hua Zhao; Stephen E Epstein; Jeanette Erdmann; Hakon H Hakonarson; Sekar Kathiresan; Kay-Tee Khaw; Robert Roberts; Nilesh J Samani; Mark D Fleming; Robert Sladek; Gonçalo Abecasis; Michael Boehnke; Philippe Froguel; Leif Groop; Mark I McCarthy; W H Linda Kao; Jose C Florez; Manuela Uda; Nicholas J Wareham; Inês Barroso; James B Meigs
Journal:  Diabetes       Date:  2010-09-21       Impact factor: 9.461

9.  Discovery and refinement of loci associated with lipid levels.

Authors:  Cristen J Willer; Ellen M Schmidt; Sebanti Sengupta; Michael Boehnke; Panos Deloukas; Sekar Kathiresan; Karen L Mohlke; Erik Ingelsson; Gonçalo R Abecasis; Gina M Peloso; Stefan Gustafsson; Stavroula Kanoni; Andrea Ganna; Jin Chen; Martin L Buchkovich; Samia Mora; Jacques S Beckmann; Jennifer L Bragg-Gresham; Hsing-Yi Chang; Ayşe Demirkan; Heleen M Den Hertog; Ron Do; Louise A Donnelly; Georg B Ehret; Tõnu Esko; Mary F Feitosa; Teresa Ferreira; Krista Fischer; Pierre Fontanillas; Ross M Fraser; Daniel F Freitag; Deepti Gurdasani; Kauko Heikkilä; Elina Hyppönen; Aaron Isaacs; Anne U Jackson; Åsa Johansson; Toby Johnson; Marika Kaakinen; Johannes Kettunen; Marcus E Kleber; Xiaohui Li; Jian'an Luan; Leo-Pekka Lyytikäinen; Patrik K E Magnusson; Massimo Mangino; Evelin Mihailov; May E Montasser; Martina Müller-Nurasyid; Ilja M Nolte; Jeffrey R O'Connell; Cameron D Palmer; Markus Perola; Ann-Kristin Petersen; Serena Sanna; Richa Saxena; Susan K Service; Sonia Shah; Dmitry Shungin; Carlo Sidore; Ci Song; Rona J Strawbridge; Ida Surakka; Toshiko Tanaka; Tanya M Teslovich; Gudmar Thorleifsson; Evita G Van den Herik; Benjamin F Voight; Kelly A Volcik; Lindsay L Waite; Andrew Wong; Ying Wu; Weihua Zhang; Devin Absher; Gershim Asiki; Inês Barroso; Latonya F Been; Jennifer L Bolton; Lori L Bonnycastle; Paolo Brambilla; Mary S Burnett; Giancarlo Cesana; Maria Dimitriou; Alex S F Doney; Angela Döring; Paul Elliott; Stephen E Epstein; Gudmundur Ingi Eyjolfsson; Bruna Gigante; Mark O Goodarzi; Harald Grallert; Martha L Gravito; Christopher J Groves; Göran Hallmans; Anna-Liisa Hartikainen; Caroline Hayward; Dena Hernandez; Andrew A Hicks; Hilma Holm; Yi-Jen Hung; Thomas Illig; Michelle R Jones; Pontiano Kaleebu; John J P Kastelein; Kay-Tee Khaw; Eric Kim; Norman Klopp; Pirjo Komulainen; Meena Kumari; Claudia Langenberg; Terho Lehtimäki; Shih-Yi Lin; Jaana Lindström; Ruth J F Loos; François Mach; Wendy L McArdle; Christa Meisinger; Braxton D Mitchell; Gabrielle Müller; Ramaiah Nagaraja; Narisu Narisu; Tuomo V M Nieminen; Rebecca N Nsubuga; Isleifur Olafsson; Ken K Ong; Aarno Palotie; Theodore Papamarkou; Cristina Pomilla; Anneli Pouta; Daniel J Rader; Muredach P Reilly; Paul M Ridker; Fernando Rivadeneira; Igor Rudan; Aimo Ruokonen; Nilesh Samani; Hubert Scharnagl; Janet Seeley; Kaisa Silander; Alena Stančáková; Kathleen Stirrups; Amy J Swift; Laurence Tiret; Andre G Uitterlinden; L Joost van Pelt; Sailaja Vedantam; Nicholas Wainwright; Cisca Wijmenga; Sarah H Wild; Gonneke Willemsen; Tom Wilsgaard; James F Wilson; Elizabeth H Young; Jing Hua Zhao; Linda S Adair; Dominique Arveiler; Themistocles L Assimes; Stefania Bandinelli; Franklyn Bennett; Murielle Bochud; Bernhard O Boehm; Dorret I Boomsma; Ingrid B Borecki; Stefan R Bornstein; Pascal Bovet; Michel Burnier; Harry Campbell; Aravinda Chakravarti; John C Chambers; Yii-Der Ida Chen; Francis S Collins; Richard S Cooper; John Danesh; George Dedoussis; Ulf de Faire; Alan B Feranil; Jean Ferrières; Luigi Ferrucci; Nelson B Freimer; Christian Gieger; Leif C Groop; Vilmundur Gudnason; Ulf Gyllensten; Anders Hamsten; Tamara B Harris; Aroon Hingorani; Joel N Hirschhorn; Albert Hofman; G Kees Hovingh; Chao Agnes Hsiung; Steve E Humphries; Steven C Hunt; Kristian Hveem; Carlos Iribarren; Marjo-Riitta Järvelin; Antti Jula; Mika Kähönen; Jaakko Kaprio; Antero Kesäniemi; Mika Kivimaki; Jaspal S Kooner; Peter J Koudstaal; Ronald M Krauss; Diana Kuh; Johanna Kuusisto; Kirsten O Kyvik; Markku Laakso; Timo A Lakka; Lars Lind; Cecilia M Lindgren; Nicholas G Martin; Winfried März; Mark I McCarthy; Colin A McKenzie; Pierre Meneton; Andres Metspalu; Leena Moilanen; Andrew D Morris; Patricia B Munroe; Inger Njølstad; Nancy L Pedersen; Chris Power; Peter P Pramstaller; Jackie F Price; Bruce M Psaty; Thomas Quertermous; Rainer Rauramaa; Danish Saleheen; Veikko Salomaa; Dharambir K Sanghera; Jouko Saramies; Peter E H Schwarz; Wayne H-H Sheu; Alan R Shuldiner; Agneta Siegbahn; Tim D Spector; Kari Stefansson; David P Strachan; Bamidele O Tayo; Elena Tremoli; Jaakko Tuomilehto; Matti Uusitupa; Cornelia M van Duijn; Peter Vollenweider; Lars Wallentin; Nicholas J Wareham; John B Whitfield; Bruce H R Wolffenbuttel; Jose M Ordovas; Eric Boerwinkle; Colin N A Palmer; Unnur Thorsteinsdottir; Daniel I Chasman; Jerome I Rotter; Paul W Franks; Samuli Ripatti; L Adrienne Cupples; Manjinder S Sandhu; Stephen S Rich
Journal:  Nat Genet       Date:  2013-10-06       Impact factor: 38.330

10.  Evaluating the contribution of genetics and familial shared environment to common disease using the UK Biobank.

Authors:  María Muñoz; Ricardo Pong-Wong; Oriol Canela-Xandri; Konrad Rawlik; Chris S Haley; Albert Tenesa
Journal:  Nat Genet       Date:  2016-07-18       Impact factor: 38.330

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  29 in total

1.  Genetic Epidemiology of Complex Phenotypes.

Authors:  Darren D O'Rielly; Proton Rahman
Journal:  Methods Mol Biol       Date:  2021

2.  Inferring the Nature of Missing Heritability in Human Traits Using Data from the GWAS Catalog.

Authors:  Eugenio López-Cortegano; Armando Caballero
Journal:  Genetics       Date:  2019-05-13       Impact factor: 4.562

Review 3.  Evolutionary perspectives on polygenic selection, missing heritability, and GWAS.

Authors:  Lawrence H Uricchio
Journal:  Hum Genet       Date:  2019-06-14       Impact factor: 4.132

Review 4.  Full genetic analysis for genome-wide association study of Fangji: a powerful approach for effectively dissecting the molecular architecture of personalized traditional Chinese medicine.

Authors:  Gang Chen; Wen-da Xue; Jun Zhu
Journal:  Acta Pharmacol Sin       Date:  2018-02-08       Impact factor: 6.150

5.  Genetic and Environmental Effects on Gene Expression Signatures of Blood Pressure: A Transcriptome-Wide Twin Study.

Authors:  Yisong Huang; Miina Ollikainen; Pyry Sipilä; Linda Mustelin; Xin Wang; Shaoyong Su; Tianxiao Huan; Daniel Levy; James Wilson; Harold Snieder; Jaakko Kaprio; Xiaoling Wang
Journal:  Hypertension       Date:  2018-01-08       Impact factor: 10.190

6.  Efficient Estimation and Applications of Cross-Validated Genetic Predictions to Polygenic Risk Scores and Linear Mixed Models.

Authors:  Joel Mefford; Danny Park; Zhili Zheng; Arthur Ko; Mika Ala-Korpela; Markku Laakso; Päivi Pajukanta; Jian Yang; John Witte; Noah Zaitlen
Journal:  J Comput Biol       Date:  2020-02-20       Impact factor: 1.479

Review 7.  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

8.  Genetic Architecture of Depression: Where Do We Stand Now?

Authors:  Pinar Unal-Aydin; Orkun Aydin; Ayla Arslan
Journal:  Adv Exp Med Biol       Date:  2021       Impact factor: 2.622

9.  Assessing genetic risk of hypertension at an early age: future research directions.

Authors:  Xiaoling Wang; Harold Snieder
Journal:  Expert Rev Cardiovasc Ther       Date:  2017-09-12

Review 10.  Genetics of Resistant Hypertension: the Missing Heritability and Opportunities.

Authors:  Samantha K Teixeira; Alexandre C Pereira; Jose E Krieger
Journal:  Curr Hypertens Rep       Date:  2018-05-19       Impact factor: 5.369

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