Literature DB >> 33075194

An exploration of genetic association tests for disease risk and age at onset.

Eden R Martin1,2, Xiaoyi R Gao3, Yi-Ju Li4,5.   

Abstract

Risk genes influence the chance of an individual developing disease over their lifetime, although the age at onset (AAO) genes influence disease timing. These two categories are not disjoint; a gene that influences AAO might also appear to influence the risk. When an allele influences both AAO and risk, a reasonable question is whether we would have more power to detect association using a statistical test based on risk or AAO. To address this question, we compared power analytically for the Cochran-Armitage trend case-control test for risk and a linear regression case-only test for AAO. We also used simulations to compare the power of these tests with a 2-degree of freedom joint test (which combines the risk and AAO statistics) and the Cox proportional hazards survival model testing AAO (with censored data in controls). We found that when there is little heterogeneity, the case-control risk test has more power than the case-only AAO test (with equivalent sample sizes), but when the model is complex (e.g., with heterogeneity or reduced penetrance), the relationship reverses. The joint test generally outperforms the risk or AAO test alone and ultimately is our recommendation as a powerful alternative in many scenarios.
© 2020 Wiley Periodicals LLC.

Entities:  

Keywords:  GWAS; QTL; age at onset; case control; survival analysis

Mesh:

Year:  2020        PMID: 33075194      PMCID: PMC8005406          DOI: 10.1002/gepi.22368

Source DB:  PubMed          Journal:  Genet Epidemiol        ISSN: 0741-0395            Impact factor:   2.135


  15 in total

1.  Comparisons of two-part models with competitors.

Authors:  P A Lachenbruch
Journal:  Stat Med       Date:  2001-04-30       Impact factor: 2.373

2.  Power and sample size requirements for two-part models.

Authors:  P A Lachenbruch
Journal:  Stat Med       Date:  2001-04-30       Impact factor: 2.373

3.  Cox proportional hazards models have more statistical power than logistic regression models in cross-sectional genetic association studies.

Authors:  Jeroen B van der Net; A Cecile J W Janssens; Marinus J C Eijkemans; John J P Kastelein; Eric J G Sijbrands; Ewout W Steyerberg
Journal:  Eur J Hum Genet       Date:  2008-04-02       Impact factor: 4.246

4.  A weighted Cox model for modelling time-dependent exposures in the analysis of case-control studies.

Authors:  Karen Leffondre; Willy Wynant; Zhirong Cao; Michal Abrahamowicz; Georg Heinze; Jack Siemiatycki
Journal:  Stat Med       Date:  2010-03-30       Impact factor: 2.373

5.  Genome-wide association study of the age of onset of childhood asthma.

Authors:  Erick Forno; Jessica Lasky-Su; Blanca Himes; Judie Howrylak; Clare Ramsey; John Brehm; Barbara Klanderman; John Ziniti; Erik Melén; Goran Pershagen; Magnus Wickman; Fernando Martinez; Dave Mauger; Christine Sorkness; Kelan Tantisira; Benjamin A Raby; Scott T Weiss; Juan C Celedón
Journal:  J Allergy Clin Immunol       Date:  2012-05-02       Impact factor: 10.793

6.  Parkinson's disease age at onset genome-wide association study: Defining heritability, genetic loci, and α-synuclein mechanisms.

Authors:  Cornelis Blauwendraat; Karl Heilbron; Costanza L Vallerga; Sara Bandres-Ciga; Rainer von Coelln; Lasse Pihlstrøm; Javier Simón-Sánchez; Claudia Schulte; Manu Sharma; Lynne Krohn; Ari Siitonen; Hirotaka Iwaki; Hampton Leonard; Alastair J Noyce; Manuela Tan; J Raphael Gibbs; Dena G Hernandez; Sonja W Scholz; Joseph Jankovic; Lisa M Shulman; Suzanne Lesage; Jean-Christophe Corvol; Alexis Brice; Jacobus J van Hilten; Johan Marinus; Johanna Eerola-Rautio; Pentti Tienari; Kari Majamaa; Mathias Toft; Donald G Grosset; Thomas Gasser; Peter Heutink; Joshua M Shulman; Nicolas Wood; John Hardy; Huw R Morris; David A Hinds; Jacob Gratten; Peter M Visscher; Ziv Gan-Or; Mike A Nalls; Andrew B Singleton
Journal:  Mov Disord       Date:  2019-04-07       Impact factor: 10.338

7.  Common variants at MS4A4/MS4A6E, CD2AP, CD33 and EPHA1 are associated with late-onset Alzheimer's disease.

Authors:  Adam C Naj; Gyungah Jun; Gary W Beecham; Li-San Wang; Badri Narayan Vardarajan; Jacqueline Buros; Paul J Gallins; Joseph D Buxbaum; Gail P Jarvik; Paul K Crane; Eric B Larson; Thomas D Bird; Bradley F Boeve; Neill R Graff-Radford; Philip L De Jager; Denis Evans; Julie A Schneider; Minerva M Carrasquillo; Nilufer Ertekin-Taner; Steven G Younkin; Carlos Cruchaga; John S K Kauwe; Petra Nowotny; Patricia Kramer; John Hardy; Matthew J Huentelman; Amanda J Myers; Michael M Barmada; F Yesim Demirci; Clinton T Baldwin; Robert C Green; Ekaterina Rogaeva; Peter St George-Hyslop; Steven E Arnold; Robert Barber; Thomas Beach; Eileen H Bigio; James D Bowen; Adam Boxer; James R Burke; Nigel J Cairns; Chris S Carlson; Regina M Carney; Steven L Carroll; Helena C Chui; David G Clark; Jason Corneveaux; Carl W Cotman; Jeffrey L Cummings; Charles DeCarli; Steven T DeKosky; Ramon Diaz-Arrastia; Malcolm Dick; Dennis W Dickson; William G Ellis; Kelley M Faber; Kenneth B Fallon; Martin R Farlow; Steven Ferris; Matthew P Frosch; Douglas R Galasko; Mary Ganguli; Marla Gearing; Daniel H Geschwind; Bernardino Ghetti; John R Gilbert; Sid Gilman; Bruno Giordani; Jonathan D Glass; John H Growdon; Ronald L Hamilton; Lindy E Harrell; Elizabeth Head; Lawrence S Honig; Christine M Hulette; Bradley T Hyman; Gregory A Jicha; Lee-Way Jin; Nancy Johnson; Jason Karlawish; Anna Karydas; Jeffrey A Kaye; Ronald Kim; Edward H Koo; Neil W Kowall; James J Lah; Allan I Levey; Andrew P Lieberman; Oscar L Lopez; Wendy J Mack; Daniel C Marson; Frank Martiniuk; Deborah C Mash; Eliezer Masliah; Wayne C McCormick; Susan M McCurry; Andrew N McDavid; Ann C McKee; Marsel Mesulam; Bruce L Miller; Carol A Miller; Joshua W Miller; Joseph E Parisi; Daniel P Perl; Elaine Peskind; Ronald C Petersen; Wayne W Poon; Joseph F Quinn; Ruchita A Rajbhandary; Murray Raskind; Barry Reisberg; John M Ringman; Erik D Roberson; Roger N Rosenberg; Mary Sano; Lon S Schneider; William Seeley; Michael L Shelanski; Michael A Slifer; Charles D Smith; Joshua A Sonnen; Salvatore Spina; Robert A Stern; Rudolph E Tanzi; John Q Trojanowski; Juan C Troncoso; Vivianna M Van Deerlin; Harry V Vinters; Jean Paul Vonsattel; Sandra Weintraub; Kathleen A Welsh-Bohmer; Jennifer Williamson; Randall L Woltjer; Laura B Cantwell; Beth A Dombroski; Duane Beekly; Kathryn L Lunetta; Eden R Martin; M Ilyas Kamboh; Andrew J Saykin; Eric M Reiman; David A Bennett; John C Morris; Thomas J Montine; Alison M Goate; Deborah Blacker; Debby W Tsuang; Hakon Hakonarson; Walter A Kukull; Tatiana M Foroud; Jonathan L Haines; Richard Mayeux; Margaret A Pericak-Vance; Lindsay A Farrer; Gerard D Schellenberg
Journal:  Nat Genet       Date:  2011-04-03       Impact factor: 38.330

8.  A large genome-wide association study of age-related macular degeneration highlights contributions of rare and common variants.

Authors:  Lars G Fritsche; Wilmar Igl; Jessica N Cooke Bailey; Felix Grassmann; Sebanti Sengupta; Jennifer L Bragg-Gresham; Kathryn P Burdon; Scott J Hebbring; Cindy Wen; Mathias Gorski; Ivana K Kim; David Cho; Donald Zack; Eric Souied; Hendrik P N Scholl; Elisa Bala; Kristine E Lee; David J Hunter; Rebecca J Sardell; Paul Mitchell; Joanna E Merriam; Valentina Cipriani; Joshua D Hoffman; Tina Schick; Yara T E Lechanteur; Robyn H Guymer; Matthew P Johnson; Yingda Jiang; Chloe M Stanton; Gabriëlle H S Buitendijk; Xiaowei Zhan; Alan M Kwong; Alexis Boleda; Matthew Brooks; Linn Gieser; Rinki Ratnapriya; Kari E Branham; Johanna R Foerster; John R Heckenlively; Mohammad I Othman; Brendan J Vote; Helena Hai Liang; Emmanuelle Souzeau; Ian L McAllister; Timothy Isaacs; Janette Hall; Stewart Lake; David A Mackey; Ian J Constable; Jamie E Craig; Terrie E Kitchner; Zhenglin Yang; Zhiguang Su; Hongrong Luo; Daniel Chen; Hong Ouyang; Ken Flagg; Danni Lin; Guanping Mao; Henry Ferreyra; Klaus Stark; Claudia N von Strachwitz; Armin Wolf; Caroline Brandl; Guenther Rudolph; Matthias Olden; Margaux A Morrison; Denise J Morgan; Matthew Schu; Jeeyun Ahn; Giuliana Silvestri; Evangelia E Tsironi; Kyu Hyung Park; Lindsay A Farrer; Anton Orlin; Alexander Brucker; Mingyao Li; Christine A Curcio; Saddek Mohand-Saïd; José-Alain Sahel; Isabelle Audo; Mustapha Benchaboune; Angela J Cree; Christina A Rennie; Srinivas V Goverdhan; Michelle Grunin; Shira Hagbi-Levi; Peter Campochiaro; Nicholas Katsanis; Frank G Holz; Frédéric Blond; Hélène Blanché; Jean-François Deleuze; Robert P Igo; Barbara Truitt; Neal S Peachey; Stacy M Meuer; Chelsea E Myers; Emily L Moore; Ronald Klein; Michael A Hauser; Eric A Postel; Monique D Courtenay; Stephen G Schwartz; Jaclyn L Kovach; William K Scott; Gerald Liew; Ava G Tan; Bamini Gopinath; John C Merriam; R Theodore Smith; Jane C Khan; Humma Shahid; Anthony T Moore; J Allie McGrath; Reneé Laux; Milam A Brantley; Anita Agarwal; Lebriz Ersoy; Albert Caramoy; Thomas Langmann; Nicole T M Saksens; Eiko K de Jong; Carel B Hoyng; Melinda S Cain; Andrea J Richardson; Tammy M Martin; John Blangero; Daniel E Weeks; Bal Dhillon; Cornelia M van Duijn; Kimberly F Doheny; Jane Romm; Caroline C W Klaver; Caroline Hayward; Michael B Gorin; Michael L Klein; Paul N Baird; Anneke I den Hollander; Sascha Fauser; John R W Yates; Rando Allikmets; Jie Jin Wang; Debra A Schaumberg; Barbara E K Klein; Stephanie A Hagstrom; Itay Chowers; Andrew J Lotery; Thierry Léveillard; Kang Zhang; Murray H Brilliant; Alex W Hewitt; Anand Swaroop; Emily Y Chew; Margaret A Pericak-Vance; Margaret DeAngelis; Dwight Stambolian; Jonathan L Haines; Sudha K Iyengar; Bernhard H F Weber; Gonçalo R Abecasis; Iris M Heid
Journal:  Nat Genet       Date:  2015-12-21       Impact factor: 38.330

9.  A comparison of Cox and logistic regression for use in genome-wide association studies of cohort and case-cohort design.

Authors:  James R Staley; Edmund Jones; Stephen Kaptoge; Adam S Butterworth; Michael J Sweeting; Angela M Wood; Joanna M M Howson
Journal:  Eur J Hum Genet       Date:  2017-05-03       Impact factor: 4.246

10.  Younger age of onset in familial amyotrophic lateral sclerosis is a result of pathogenic gene variants, rather than ascertainment bias.

Authors:  Puja R Mehta; Ashley R Jones; Sarah Opie-Martin; Aleksey Shatunov; Alfredo Iacoangeli; Ahmad Al Khleifat; Bradley N Smith; Simon Topp; Karen E Morrison; Pamela J Shaw; Christopher E Shaw; Sarah Morgan; Alan Pittman; Ammar Al-Chalabi
Journal:  J Neurol Neurosurg Psychiatry       Date:  2018-09-30       Impact factor: 13.654

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