Multiple Hypothesis Testing in Microarray Experiments
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Abstract
DNA microarrays are part of a new and promising class of biotechnologies that allow the monitoring of expression levels in cells for thousands of genes simultaneously. An important and common question in DNA microarray experiments is the identification of differentially expressed genes, that is, genes whose expression levels are associated with a response or covariate of interest. The biological question of differential expression can be restated as a problem in multiple hypothesis testing: the simultaneous test for each gene of the null hypothesis of no association between the expression levels and the responses or covariates. As a typical microarray experiment measures expression levels for thousands of…
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Keywords
- DNA microarray
- Microarray
- Microarray analysis techniques
- Computational biology
- Multiple comparisons problem
- Covariate
- Statistical hypothesis testing
- Biology
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