Literature DB >> 26942286

A Statistical Approach for Testing Cross-Phenotype Effects of Rare Variants.

K Alaine Broadaway1, David J Cutler1, Richard Duncan1, Jacob L Moore2, Erin B Ware3, Min A Jhun4, Lawrence F Bielak4, Wei Zhao4, Jennifer A Smith4, Patricia A Peyser4, Sharon L R Kardia4, Debashis Ghosh5, Michael P Epstein6.   

Abstract

Increasing empirical evidence suggests that many genetic variants influence multiple distinct phenotypes. When cross-phenotype effects exist, multivariate association methods that consider pleiotropy are often more powerful than univariate methods that model each phenotype separately. Although several statistical approaches exist for testing cross-phenotype effects for common variants, there is a lack of similar tests for gene-based analysis of rare variants. In order to fill this important gap, we introduce a statistical method for cross-phenotype analysis of rare variants using a nonparametric distance-covariance approach that compares similarity in multivariate phenotypes to similarity in rare-variant genotypes across a gene. The approach can accommodate both binary and continuous phenotypes and further can adjust for covariates. Our approach yields a closed-form test whose significance can be evaluated analytically, thereby improving computational efficiency and permitting application on a genome-wide scale. We use simulated data to demonstrate that our method, which we refer to as the Gene Association with Multiple Traits (GAMuT) test, provides increased power over competing approaches. We also illustrate our approach using exome-chip data from the Genetic Epidemiology Network of Arteriopathy.
Copyright © 2016 The American Society of Human Genetics. Published by Elsevier Inc. All rights reserved.

Keywords:  complex human traits; gene mapping; pleiotropy; rare variant

Mesh:

Substances:

Year:  2016        PMID: 26942286      PMCID: PMC4800053          DOI: 10.1016/j.ajhg.2016.01.017

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


  81 in total

1.  A general test of association for quantitative traits in nuclear families.

Authors:  G R Abecasis; L R Cardon; W O Cookson
Journal:  Am J Hum Genet       Date:  2000-01       Impact factor: 11.025

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3.  Principal components analysis corrects for stratification in genome-wide association studies.

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4.  DNA sequence-based phenotypic association analysis.

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Journal:  Adv Genet       Date:  2008       Impact factor: 1.944

5.  Multivariate phenotype association analysis by marker-set kernel machine regression.

Authors:  Arnab Maity; Patrick F Sullivan; Jun-Ying Tzeng
Journal:  Genet Epidemiol       Date:  2012-08-16       Impact factor: 2.135

6.  Pleiotropy analysis of quantitative traits at gene level by multivariate functional linear models.

Authors:  Yifan Wang; Aiyi Liu; James L Mills; Michael Boehnke; Alexander F Wilson; Joan E Bailey-Wilson; Momiao Xiong; Colin O Wu; Ruzong Fan
Journal:  Genet Epidemiol       Date:  2015-03-23       Impact factor: 2.135

7.  Avoiding the high Bonferroni penalty in genome-wide association studies.

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8.  A phenomics-based strategy identifies loci on APOC1, BRAP, and PLCG1 associated with metabolic syndrome phenotype domains.

Authors:  Christy L Avery; Qianchuan He; Kari E North; Jose L Ambite; Eric Boerwinkle; Myriam Fornage; Lucia A Hindorff; Charles Kooperberg; James B Meigs; James S Pankow; Sarah A Pendergrass; Bruce M Psaty; Marylyn D Ritchie; Jerome I Rotter; Kent D Taylor; Lynne R Wilkens; Gerardo Heiss; Dan Yu Lin
Journal:  PLoS Genet       Date:  2011-10-13       Impact factor: 5.917

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Pilar Galan; Serge Hercberg; Mark Lathrop; Diana Zelenika; Panos Deloukas; Massimo Mangino; Tim D Spector; Guangju Zhai; James F Meschia; Michael A Nalls; Pankaj Sharma; Janos Terzic; M V Kranthi Kumar; Matthew Denniff; Ewa Zukowska-Szczechowska; Lynne E Wagenknecht; F Gerald R Fowkes; Fadi J Charchar; Peter E H Schwarz; Caroline Hayward; Xiuqing Guo; Charles Rotimi; Michiel L Bots; Eva Brand; Nilesh J Samani; Ozren Polasek; Philippa J Talmud; Fredrik Nyberg; Diana Kuh; Maris Laan; Kristian Hveem; Lyle J Palmer; Yvonne T van der Schouw; Juan P Casas; Karen L Mohlke; Paolo Vineis; Olli Raitakari; Santhi K Ganesh; Tien Y Wong; E Shyong Tai; Richard S Cooper; Markku Laakso; Dabeeru C Rao; Tamara B Harris; Richard W Morris; Anna F Dominiczak; Mika Kivimaki; Michael G Marmot; Tetsuro Miki; Danish Saleheen; Giriraj R Chandak; Josef Coresh; Gerjan Navis; Veikko Salomaa; Bok-Ghee Han; Xiaofeng Zhu; Jaspal S Kooner; Olle Melander; Paul M Ridker; Stefania Bandinelli; Ulf B Gyllensten; Alan F Wright; 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Journal:  Nature       Date:  2011-09-11       Impact factor: 49.962

10.  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; 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7.  Powerful and robust cross-phenotype association test for case-parent trios.

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10.  Testing cross-phenotype effects of rare variants in longitudinal studies of complex traits.

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