Correcting for measurement error in individual ancestry estimates in structured association tests.

Abstract:

:We present theoretical explanations and show through simulation that the individual admixture proportion estimates obtained by using ancestry informative markers should be seen as an error-contaminated measurement of the underlying individual ancestry proportion. These estimates can be used in structured association tests as a control variable to limit type I error inflation or reduce loss of power due to population stratification observed in studies of admixed populations. However, the inclusion of such error-containing variables as covariates in regression models can bias parameter estimates and reduce ability to control for the confounding effect of admixture in genetic association tests. Measurement error correction methods offer a way to overcome this problem but require an a priori estimate of the measurement error variance. We show how an upper bound of this variance can be obtained, present four measurement error correction methods that are applicable to this problem, and conduct a simulation study to compare their utility in the case where the admixed population results from the intermating between two ancestral populations. Our results show that the quadratic measurement error correction (QMEC) method performs better than the other methods and maintains the type I error to its nominal level.

journal_name

Genetics

journal_title

Genetics

authors

Divers J,Vaughan LK,Padilla MA,Fernandez JR,Allison DB,Redden DT

doi

10.1534/genetics.107.075408

subject

Has Abstract

pub_date

2007-07-01 00:00:00

pages

1823-33

issue

3

eissn

0016-6731

issn

1943-2631

pii

genetics.107.075408

journal_volume

176

pub_type

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