Literature DB >> 17536209

A unified approach for quantifying, testing and correcting population stratification in case-control association studies.

Prakash Gorroochurn1, Susan E Hodge, Gary A Heiman, David A Greenberg.   

Abstract

The HapMap project has given case-control association studies a unique opportunity to uncover the genetic basis of complex diseases. However, persistent issues in such studies remain the proper quantification of, testing for, and correction for population stratification (PS). In this paper, we present the first unified paradigm that addresses all three fundamental issues within one statistical framework. Our unified approach makes use of an omnibus quantity (delta), which can be estimated in a case-control study from suitable null loci. We show how this estimated value can be used to quantify PS, to statistically test for PS, and to correct for PS, all in the context of case-control studies. Moreover, we provide guidelines for interpreting values of delta in association studies (e.g., at alpha = 0.05, a delta of size 0.416 is small, a delta of size 0.653 is medium, and a delta of size 1.115 is large). A novel feature of our testing procedure is its ability to test for either strictly any PS or only 'practically important' PS. We also performed simulations to compare our correction procedure with Genomic Control (GC). Our results show that, unlike GC, it maintains good Type I error rates and power across all levels of PS. Copyright 2007 S. Karger AG, Basel.

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Year:  2007        PMID: 17536209      PMCID: PMC2874730          DOI: 10.1159/000102988

Source DB:  PubMed          Journal:  Hum Hered        ISSN: 0001-5652            Impact factor:   0.444


  36 in total

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Authors:  L R Cardon; J I Bell
Journal:  Nat Rev Genet       Date:  2001-02       Impact factor: 53.242

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Authors:  D E Reich; D B Goldstein
Journal:  Genet Epidemiol       Date:  2001-01       Impact factor: 2.135

4.  Population stratification in epidemiologic studies of common genetic variants and cancer: quantification of bias.

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5.  Controlling the false discovery rate in behavior genetics research.

Authors:  Y Benjamini; D Drai; G Elmer; N Kafkafi; I Golani
Journal:  Behav Brain Res       Date:  2001-11-01       Impact factor: 3.332

Review 6.  Genomic control, a new approach to genetic-based association studies.

Authors:  B Devlin; K Roeder; L Wasserman
Journal:  Theor Popul Biol       Date:  2001-11       Impact factor: 1.570

7.  Genomic control for association studies.

Authors:  B Devlin; K Roeder
Journal:  Biometrics       Date:  1999-12       Impact factor: 2.571

Review 8.  How many diseases does it take to map a gene with SNPs?

Authors:  K M Weiss; J D Terwilliger
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9.  Point: population stratification: a problem for case-control studies of candidate-gene associations?

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10.  The genetical structure of populations.

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  6 in total

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Authors:  Prakash Gorroochurn; Susan E Hodge; Gary A Heiman; David A Greenberg
Journal:  Hum Hered       Date:  2011-07-20       Impact factor: 0.444

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5.  Windfalls and pitfalls: Applications of population genetics to the search for disease genes.

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Journal:  Evol Med Public Health       Date:  2013-11-06

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  6 in total

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