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Normalization of two-channel microarrays accounting for experimental design and intensity-dependent relationships.


ABSTRACT: In normalizing two-channel expression arrays, the ANOVA approach explicitly incorporates the experimental design in its model, and the MA plot-based approach accounts for intensity-dependent biases. However, both approaches can lead to inaccurate normalization in fairly common scenarios. We propose a method called efficient Common Array Dye Swap (eCADS) for normalizing two-channel microarrays that accounts for both experimental design and intensity-dependent biases. Under reasonable experimental designs, eCADS preserves differential expression relationships and requires only a single array per sample pair.

SUBMITTER: Dabney AR 

PROVIDER: S-EPMC1868928 | biostudies-literature | 2007

REPOSITORIES: biostudies-literature

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Normalization of two-channel microarrays accounting for experimental design and intensity-dependent relationships.

Dabney Alan R AR   Storey John D JD  

Genome biology 20070101 3


In normalizing two-channel expression arrays, the ANOVA approach explicitly incorporates the experimental design in its model, and the MA plot-based approach accounts for intensity-dependent biases. However, both approaches can lead to inaccurate normalization in fairly common scenarios. We propose a method called efficient Common Array Dye Swap (eCADS) for normalizing two-channel microarrays that accounts for both experimental design and intensity-dependent biases. Under reasonable experimental  ...[more]

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