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Open AccessMethod

Towards the uniform distribution of null P values on Affymetrix microarrays

Anthony A Fodor1 email, Timothy L Tickle1 email and Christine Richardson1,2 email

1Bioinformatics Resource Center, The University of North Carolina at Charlotte, University City Boulevard, Charlotte, North Carolina 28223, USA

2Department of Biology, The University of North Carolina at Charlotte, University City Boulevard, Charlotte, North Carolina 28223, USA

author email corresponding author email

Genome Biology 2007, 8:R69doi:10.1186/gb-2007-8-5-r69

Published: 1 May 2007

Subject areas: Bioinformatics, Genome studies, Immunology

Abstract

Methods to control false-positive rates require that P values of genes that are not differentially expressed follow a uniform distribution. Commonly used microarray statistics can generate P values that do not meet this assumption. We show that poorly characterized variance, imperfect normalization, and cross-hybridization are among the many causes of this non-uniform distribution. We demonstrate a simple technique that produces P values that are close to uniform for nondifferentially expressed genes in control datasets.


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