Permutation-based adjustments for the significance of partial regression coefficients in microarray data analysis.

Abstract:

:The aim of this paper is to generalize permutation methods for multiple testing adjustment of significant partial regression coefficients in a linear regression model used for microarray data. Using a permutation method outlined by Anderson and Legendre [1999] and the permutation P-value adjustment from Simon et al. [2004], the significance of disease related gene expression will be determined and adjusted after accounting for the effects of covariates, which are not restricted to be categorical. We apply these methods to a microarray dataset containing confounders and illustrate the comparisons between the permutation-based adjustments and the normal theory adjustments. The application of a linear model is emphasized for data containing confounders and the permutation-based approaches are shown to be better suited for microarray data.

journal_name

Genet Epidemiol

journal_title

Genetic epidemiology

authors

Wagner BD,Zerbe GO,Mexal S,Leonard SS

doi

10.1002/gepi.20255

subject

Has Abstract

pub_date

2008-01-01 00:00:00

pages

1-8

issue

1

eissn

0741-0395

issn

1098-2272

journal_volume

32

pub_type

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