Literature DB >> 24607388

An excess of risk-increasing low-frequency variants can be a signal of polygenic inheritance in complex diseases.

Yingleong Chan1, Elaine T Lim2, Niina Sandholm3, Sophie R Wang1, Amy Jayne McKnight4, Stephan Ripke5, Mark J Daly2, Benjamin M Neale5, Rany M Salem1, Joel N Hirschhorn6.   

Abstract

In most complex diseases, much of the heritability remains unaccounted for by common variants. It has been postulated that lower-frequency variants contribute to the remaining heritability. Here, we describe a method to test for polygenic inheritance from lower-frequency variants by using GWAS summary association statistics. We explored scenarios with many causal low-frequency variants and showed that there is more power to detect risk variants than to detect protective variants, resulting in an increase in the ratio of detected risk to protective variants (R/P ratio). Such an excess can also occur if risk variants are present and kept at lower frequencies because of negative selection. The R/P ratio can be falsely elevated because of reasons unrelated to polygenic inheritance, such as uneven sample sizes or asymmetric population stratification, so precautions to correct for these confounders are essential. We tested our method on published GWAS results and observed a strong signal in some diseases (schizophrenia and type 2 diabetes) but not others. We also explored the shared genetic component in overlapping phenotypes related to inflammatory bowel disease (Crohn disease [CD] and ulcerative colitis [UC]) and diabetic nephropathy (macroalbuminuria and end-stage renal disease [ESRD]). Although the signal was still present when both CD and UC were jointly analyzed, the signal was lost when macroalbuminuria and ESRD were jointly analyzed, suggesting that these phenotypes should best be studied separately. Thus, our method may also help guide the design of future genetic studies of various traits and diseases.
Copyright © 2014 The American Society of Human Genetics. Published by Elsevier Inc. All rights reserved.

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Year:  2014        PMID: 24607388      PMCID: PMC3951950          DOI: 10.1016/j.ajhg.2014.02.006

Source DB:  PubMed          Journal:  Am J Hum Genet        ISSN: 0002-9297            Impact factor:   11.025


  42 in total

1.  Power of deep, all-exon resequencing for discovery of human trait genes.

Authors:  Gregory V Kryukov; Alexander Shpunt; John A Stamatoyannopoulos; Shamil R Sunyaev
Journal:  Proc Natl Acad Sci U S A       Date:  2009-02-06       Impact factor: 11.205

Review 2.  Prioritizing GWAS results: A review of statistical methods and recommendations for their application.

Authors:  Rita M Cantor; Kenneth Lange; Janet S Sinsheimer
Journal:  Am J Hum Genet       Date:  2010-01       Impact factor: 11.025

3.  Integrating common and rare genetic variation in diverse human populations.

Authors:  David M Altshuler; Richard A Gibbs; Leena Peltonen; David M Altshuler; Richard A Gibbs; Leena Peltonen; Emmanouil Dermitzakis; Stephen F Schaffner; Fuli Yu; Leena Peltonen; Emmanouil Dermitzakis; Penelope E Bonnen; David M Altshuler; Richard A Gibbs; Paul I W de Bakker; Panos Deloukas; Stacey B Gabriel; Rhian Gwilliam; Sarah Hunt; Michael Inouye; Xiaoming Jia; Aarno Palotie; Melissa Parkin; Pamela Whittaker; Fuli Yu; Kyle Chang; Alicia Hawes; Lora R Lewis; Yanru Ren; David Wheeler; Richard A Gibbs; Donna Marie Muzny; Chris Barnes; Katayoon Darvishi; Matthew Hurles; Joshua M Korn; Kati Kristiansson; Charles Lee; Steven A McCarrol; James Nemesh; Emmanouil Dermitzakis; Alon Keinan; Stephen B Montgomery; Samuela Pollack; Alkes L Price; Nicole Soranzo; Penelope E Bonnen; Richard A Gibbs; Claudia Gonzaga-Jauregui; Alon Keinan; Alkes L Price; Fuli Yu; Verneri Anttila; Wendy Brodeur; Mark J Daly; Stephen Leslie; Gil McVean; Loukas Moutsianas; Huy Nguyen; Stephen F Schaffner; Qingrun Zhang; Mohammed J R Ghori; Ralph McGinnis; William McLaren; Samuela Pollack; Alkes L Price; Stephen F Schaffner; Fumihiko Takeuchi; Sharon R Grossman; Ilya Shlyakhter; Elizabeth B Hostetter; Pardis C Sabeti; Clement A Adebamowo; Morris W Foster; Deborah R Gordon; Julio Licinio; Maria Cristina Manca; Patricia A Marshall; Ichiro Matsuda; Duncan Ngare; Vivian Ota Wang; Deepa Reddy; Charles N Rotimi; Charmaine D Royal; Richard R Sharp; Changqing Zeng; Lisa D Brooks; Jean E McEwen
Journal:  Nature       Date:  2010-09-02       Impact factor: 49.962

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.  Evolution in health and medicine Sackler colloquium: Genetic architecture of a complex trait and its implications for fitness and genome-wide association studies.

Authors:  Adam Eyre-Walker
Journal:  Proc Natl Acad Sci U S A       Date:  2010-01-19       Impact factor: 11.205

Review 6.  Finding the missing heritability of complex diseases.

Authors:  Teri A Manolio; Francis S Collins; Nancy J Cox; David B Goldstein; Lucia A Hindorff; David J Hunter; Mark I McCarthy; Erin M Ramos; Lon R Cardon; Aravinda Chakravarti; Judy H Cho; Alan E Guttmacher; Augustine Kong; Leonid Kruglyak; Elaine Mardis; Charles N Rotimi; Montgomery Slatkin; David Valle; Alice S Whittemore; Michael Boehnke; Andrew G Clark; Evan E Eichler; Greg Gibson; Jonathan L Haines; Trudy F C Mackay; Steven A McCarroll; Peter M Visscher
Journal:  Nature       Date:  2009-10-08       Impact factor: 49.962

Review 7.  Missing heritability and strategies for finding the underlying causes of complex disease.

Authors:  Evan E Eichler; Jonathan Flint; Greg Gibson; Augustine Kong; Suzanne M Leal; Jason H Moore; Joseph H Nadeau
Journal:  Nat Rev Genet       Date:  2010-06       Impact factor: 53.242

8.  Genome-wide meta-analysis increases to 71 the number of confirmed Crohn's disease susceptibility loci.

Authors:  Andre Franke; Dermot P B McGovern; Jeffrey C Barrett; Kai Wang; Graham L Radford-Smith; Tariq Ahmad; Charlie W Lees; Tobias Balschun; James Lee; Rebecca Roberts; Carl A Anderson; Joshua C Bis; Suzanne Bumpstead; David Ellinghaus; Eleonora M Festen; Michel Georges; Todd Green; Talin Haritunians; Luke Jostins; Anna Latiano; Christopher G Mathew; Grant W Montgomery; Natalie J Prescott; Soumya Raychaudhuri; Jerome I Rotter; Philip Schumm; Yashoda Sharma; Lisa A Simms; Kent D Taylor; David Whiteman; Cisca Wijmenga; Robert N Baldassano; Murray Barclay; Theodore M Bayless; Stephan Brand; Carsten Büning; Albert Cohen; Jean-Frederick Colombel; Mario Cottone; Laura Stronati; Ted Denson; Martine De Vos; Renata D'Inca; Marla Dubinsky; Cathryn Edwards; Tim Florin; Denis Franchimont; Richard Gearry; Jürgen Glas; Andre Van Gossum; Stephen L Guthery; Jonas Halfvarson; Hein W Verspaget; Jean-Pierre Hugot; Amir Karban; Debby Laukens; Ian Lawrance; Marc Lemann; Arie Levine; Cecile Libioulle; Edouard Louis; Craig Mowat; William Newman; Julián Panés; Anne Phillips; Deborah D Proctor; Miguel Regueiro; Richard Russell; Paul Rutgeerts; Jeremy Sanderson; Miquel Sans; Frank Seibold; A Hillary Steinhart; Pieter C F Stokkers; Leif Torkvist; Gerd Kullak-Ublick; David Wilson; Thomas Walters; Stephan R Targan; Steven R Brant; John D Rioux; Mauro D'Amato; Rinse K Weersma; Subra Kugathasan; Anne M Griffiths; John C Mansfield; Severine Vermeire; Richard H Duerr; Mark S Silverberg; Jack Satsangi; Stefan Schreiber; Judy H Cho; Vito Annese; Hakon Hakonarson; Mark J Daly; Miles Parkes
Journal:  Nat Genet       Date:  2010-12       Impact factor: 38.330

9.  A polygenic burden of rare disruptive mutations in schizophrenia.

Authors:  Shaun M Purcell; Jennifer L Moran; Menachem Fromer; Douglas Ruderfer; Nadia Solovieff; Panos Roussos; Colm O'Dushlaine; Kimberly Chambert; Sarah E Bergen; Anna Kähler; Laramie Duncan; Eli Stahl; Giulio Genovese; Esperanza Fernández; Mark O Collins; Noboru H Komiyama; Jyoti S Choudhary; Patrik K E Magnusson; Eric Banks; Khalid Shakir; Kiran Garimella; Tim Fennell; Mark DePristo; Seth G N Grant; Stephen J Haggarty; Stacey Gabriel; Edward M Scolnick; Eric S Lander; Christina M Hultman; Patrick F Sullivan; Steven A McCarroll; Pamela Sklar
Journal:  Nature       Date:  2014-01-22       Impact factor: 49.962

10.  METAL: fast and efficient meta-analysis of genomewide association scans.

Authors:  Cristen J Willer; Yun Li; Gonçalo R Abecasis
Journal:  Bioinformatics       Date:  2010-07-08       Impact factor: 6.937

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  19 in total

1.  Human Demographic History Impacts Genetic Risk Prediction across Diverse Populations.

Authors:  Alicia R Martin; Christopher R Gignoux; Raymond K Walters; Genevieve L Wojcik; Benjamin M Neale; Simon Gravel; Mark J Daly; Carlos D Bustamante; Eimear E Kenny
Journal:  Am J Hum Genet       Date:  2017-03-30       Impact factor: 11.025

2.  Enhancing Psychosis-Spectrum Nosology Through an International Data Sharing Initiative.

Authors:  Anna R Docherty; Eduardo Fonseca-Pedrero; Martin Debbané; Raymond C K Chan; Richard J Linscott; Katherine G Jonas; David C Cicero; Melissa J Green; Leonard J Simms; Oliver Mason; David Watson; Ulrich Ettinger; Monika Waszczuk; Alexander Rapp; Phillip Grant; Roman Kotov; Colin G DeYoung; Camilo J Ruggero; Nicolas R Eaton; Robert F Krueger; Christopher Patrick; Christopher Hopwood; F Anthony O'Neill; David H Zald; Christopher C Conway; Daniel E Adkins; Irwin D Waldman; Jim van Os; Patrick F Sullivan; John S Anderson; Andrey A Shabalin; Scott R Sponheim; Stephan F Taylor; Rachel G Grazioplene; Silviu A Bacanu; Tim B Bigdeli; Corinna Haenschel; Dolores Malaspina; Diane C Gooding; Kristin Nicodemus; Frauke Schultze-Lutter; Neus Barrantes-Vidal; Christine Mohr; William T Carpenter; Alex S Cohen
Journal:  Schizophr Bull       Date:  2018-10-15       Impact factor: 9.306

Review 3.  Genetics of diabetic nephropathy: a long road of discovery.

Authors:  Amy Jayne McKnight; Seamus Duffy; Alexander P Maxwell
Journal:  Curr Diab Rep       Date:  2015-07       Impact factor: 4.810

4.  Homogeneous case subgroups increase power in genetic association studies.

Authors:  Matthew Traylor; Hugh Markus; Cathryn M Lewis
Journal:  Eur J Hum Genet       Date:  2014-10-01       Impact factor: 4.246

Review 5.  The genetics of diabetic complications.

Authors:  Emma Ahlqvist; Natalie R van Zuydam; Leif C Groop; Mark I McCarthy
Journal:  Nat Rev Nephrol       Date:  2015-03-31       Impact factor: 28.314

6.  The Familiality of Rapid Renal Decline in Diabetes.

Authors:  Scott G Frodsham; Zhe Yu; Ann M Lyons; Adhish Agarwal; Melissa H Pezzolesi; Li Dong; Titte R Srinivas; Jian Ying; Tom Greene; Kalani L Raphael; Ken R Smith; Marcus G Pezzolesi
Journal:  Diabetes       Date:  2018-11-13       Impact factor: 9.461

7.  A novel test for recessive contributions to complex diseases implicates Bardet-Biedl syndrome gene BBS10 in idiopathic type 2 diabetes and obesity.

Authors:  Elaine T Lim; Yangfan P Liu; Yingleong Chan; Tuomi Tiinamaija; AnnMari Käräjämäki; Erik Madsen; David M Altshuler; Soumya Raychaudhuri; Leif Groop; Jason Flannick; Joel N Hirschhorn; Nicholas Katsanis; Mark J Daly
Journal:  Am J Hum Genet       Date:  2014-10-16       Impact factor: 11.025

8.  Whole-Genome Sequencing and Integrative Genomic Analysis Approach on Two 22q11.2 Deletion Syndrome Family Trios for Genotype to Phenotype Correlations.

Authors:  Jonathan H Chung; Jinlu Cai; Barrie G Suskin; Zhengdong Zhang; Karlene Coleman; Bernice E Morrow
Journal:  Hum Mutat       Date:  2015-07-02       Impact factor: 4.878

9.  Genetic Architecture of Lacunar Stroke.

Authors:  Matthew Traylor; Steve Bevan; Jean-Claude Baron; Ahamad Hassan; Cathryn M Lewis; Hugh S Markus
Journal:  Stroke       Date:  2015-08-04       Impact factor: 7.914

10.  A genome-wide analysis of putative functional and exonic variation associated with extremely high intelligence.

Authors:  S L Spain; I Pedroso; N Kadeva; M B Miller; W G Iacono; M McGue; E Stergiakouli; G Davey Smith; M Putallaz; D Lubinski; E L Meaburn; R Plomin; M A Simpson
Journal:  Mol Psychiatry       Date:  2015-08-04       Impact factor: 15.992

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