An evaluation framework for statistical tests on microarray data.

Abstract:

:Microarray analysis has become a popular and routine method in functional genomics. It is typical for such experiments to involve a small number of replicates, which causes unreliable estimates of the sample variance. Microarrays have fostered the development of new statistical methods to analyze data resulting from experiments with small sample sizes. In this study, we tackle the problem of evaluating the performance of statistical tests for generating ranked gene lists from two-channel direct comparisons. We propose an evaluation method based on a oligonucleotide microarray with a large number of replicate spots yielding a maximum of 400 replicates per gene. We apply Spearman's rank correlation coefficient to ranked gene-lists generated by eight widely used microarray specific test statistics, which are applied to small random samples. We could show that variance stabilizing methods such as Cyber-T, SAM, and LIMMA can be beneficial for very small sample sizes and that SAM and the t-test provide stronger control of the type I error rate than the other methods. Specifically, we report that for four replicates all methods reach a high to very high correlation with our reference standard.

journal_name

J Biotechnol

journal_title

Journal of biotechnology

authors

Dondrup M,Hüser AT,Mertens D,Goesmann A

doi

10.1016/j.jbiotec.2009.01.009

subject

Has Abstract

pub_date

2009-03-10 00:00:00

pages

18-26

issue

1-2

eissn

0168-1656

issn

1873-4863

pii

S0168-1656(09)00009-1

journal_volume

140

pub_type

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