Literature DB >> 24464521

Sequence kernel association test for survival traits.

Han Chen1, Thomas Lumley, Jennifer Brody, Nancy L Heard-Costa, Caroline S Fox, L Adrienne Cupples, Josée Dupuis.   

Abstract

Rare variant tests have been of great interest in testing genetic associations with diseases and disease-related quantitative traits in recent years. Among these tests, the sequence kernel association test (SKAT) is an omnibus test for effects of rare genetic variants, in a linear or logistic regression framework. It is often described as a variance component test treating the genotypic effects as random. When the linear kernel is used, its test statistic can be expressed as a weighted sum of single-marker score test statistics. In this paper, we extend the test to survival phenotypes in a Cox regression framework. Because of the anticonservative small-sample performance of the score test in a Cox model, we substitute signed square-root likelihood ratio statistics for the score statistics, and confirm that the small-sample control of type I error is greatly improved. This test can also be applied in meta-analysis. We show in our simulation studies that this test has superior statistical power except in a few specific scenarios, as compared to burden tests in a Cox model. We also present results in an application to time-to-obesity using genotypes from Framingham Heart Study SNP Health Association Resource.
© 2014 WILEY PERIODICALS, INC.

Entities:  

Keywords:  Cox proportional hazard model; likelihood ratio test; rare variant analysis; variance component test

Mesh:

Year:  2014        PMID: 24464521      PMCID: PMC4158946          DOI: 10.1002/gepi.21791

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


  16 in total

1.  Generating survival times to simulate Cox proportional hazards models.

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2.  Methods for detecting associations with rare variants for common diseases: application to analysis of sequence data.

Authors:  Bingshan Li; Suzanne M Leal
Journal:  Am J Hum Genet       Date:  2008-08-07       Impact factor: 11.025

3.  General framework for meta-analysis of rare variants in sequencing association studies.

Authors:  Seunggeun Lee; Tanya M Teslovich; Michael Boehnke; Xihong Lin
Journal:  Am J Hum Genet       Date:  2013-06-13       Impact factor: 11.025

4.  A strategy to discover genes that carry multi-allelic or mono-allelic risk for common diseases: a cohort allelic sums test (CAST).

Authors:  Stephan Morgenthaler; William G Thilly
Journal:  Mutat Res       Date:  2006-11-13       Impact factor: 2.433

5.  Asymptotic tests of association with multiple SNPs in linkage disequilibrium.

Authors:  Wei Pan
Journal:  Genet Epidemiol       Date:  2009-09       Impact factor: 2.135

Review 6.  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

7.  Testing for an unusual distribution of rare variants.

Authors:  Benjamin M Neale; Manuel A Rivas; Benjamin F Voight; David Altshuler; Bernie Devlin; Marju Orho-Melander; Sekar Kathiresan; Shaun M Purcell; Kathryn Roeder; Mark J Daly
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10.  An evaluation of statistical approaches to rare variant analysis in genetic association studies.

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Journal:  Genet Epidemiol       Date:  2010-02       Impact factor: 2.135

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