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

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...

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Detalles Bibliográficos
Autores principales: Dabney, Alan R, Storey, John D
Formato: Texto
Lenguaje:English
Publicado: BioMed Central 2007
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1868928/
https://www.ncbi.nlm.nih.gov/pubmed/17391524
http://dx.doi.org/10.1186/gb-2007-8-3-r44
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author Dabney, Alan R
Storey, John D
author_facet Dabney, Alan R
Storey, John D
author_sort Dabney, Alan R
collection PubMed
description 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.
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spelling pubmed-18689282007-05-16 Normalization of two-channel microarrays accounting for experimental design and intensity-dependent relationships Dabney, Alan R Storey, John D Genome Biol Method 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. BioMed Central 2007 2007-03-28 /pmc/articles/PMC1868928/ /pubmed/17391524 http://dx.doi.org/10.1186/gb-2007-8-3-r44 Text en Copyright ©2007 Dabney and Storey; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Method
Dabney, Alan R
Storey, John D
Normalization of two-channel microarrays accounting for experimental design and intensity-dependent relationships
title Normalization of two-channel microarrays accounting for experimental design and intensity-dependent relationships
title_full Normalization of two-channel microarrays accounting for experimental design and intensity-dependent relationships
title_fullStr Normalization of two-channel microarrays accounting for experimental design and intensity-dependent relationships
title_full_unstemmed Normalization of two-channel microarrays accounting for experimental design and intensity-dependent relationships
title_short Normalization of two-channel microarrays accounting for experimental design and intensity-dependent relationships
title_sort normalization of two-channel microarrays accounting for experimental design and intensity-dependent relationships
topic Method
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1868928/
https://www.ncbi.nlm.nih.gov/pubmed/17391524
http://dx.doi.org/10.1186/gb-2007-8-3-r44
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