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PMID: 19732865 Published · ppublish English Journal Article Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't

A generalized family-based association test for dichotomous traits.

American journal of human genetics ·Vol. 85 ·No. 3 ·2009-09-00 ·Pages 364-76

Chen WM, Manichaikul A, Rich SS

Abstract

Recent advances in genotyping technology make it possible to utilize large-scale association analysis for disease-gene mapping. Powerful and robust family-based association methods are crucial for successful gene mapping. We propose a family-based association method, the generalized disequilibrium test (GDT), in which the genotype differences of all discordant relative pairs are utilized in assessing association within a family. The improvement of the GDT over existing methods is threefold: (1) information beyond first-degree relatives is incorporated efficiently, yielding substantial gains in power in comparison to existing tests; (2) the GDT statistic is implemented via a robust technique that does not rely on large sample theory, resulting in further power gains, especially at high levels of significance; and (3) covariates and weights based on family size are incorporated. Advantages of the GDT over existing methods are demonstrated by extensive computer simulations and by application to recently published large-scale genome-wide linkage data from the Type 1 Diabetes Genetics Consortium (T1DGC). In our simulations, the GDT consistently outperforms other tests for a common disease and frequently outperforms other tests for a rare disease; the power improvement is > 13% in 6 out of 8 extended pedigree scenarios. All of the six strongest associations identified by the GDT have been reported by other studies, whereas only three or four of these associations can be identified by existing methods. For the T1D association at gene UBASH3A, the GDT resulted in a genome-wide significance (p = 4.3 x 10(-6)), much stronger than the published significance (p = 10(-4)).

MeSH Terms
Computer Simulation Diabetes Mellitus, Type 1/genetics Family Female Genome-Wide Association Study/methods Genotype Humans Linkage Disequilibrium/genetics Male Models, Genetic Pedigree Prevalence Quantitative Trait, Heritable
Authors & Affiliations
3 authors, click to expand affiliations / ORCID
Chen Wei-Min
Center for Public Health Genomics, University of Virginia, Charlottesville, VA 22908, USA. wmchen@virginia.edu
Manichaikul Ani
Rich Stephen S
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Article Info
Journal
American journal of human genetics
Abbr.
Am J Hum Genet
ISSN
1537-6605
Published
2009-09-00
Pages
364-76
Language
English
Region
United States
NLM ID
0370475
PMCID
PMC2771538
Subset
IM
Grants
NIDCD NIH HHS · R01 DC003166 · United States
NIDDK NIH HHS · U01 DK062418 · United States
NIDCD NIH HHS · DC003166 · United States
NIDDK NIH HHS · DK062418 · United States
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