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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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Formato: | Texto |
Lenguaje: | English |
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BioMed Central
2007
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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. |
format | Text |
id | pubmed-1868928 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2007 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT dabneyalanr normalizationoftwochannelmicroarraysaccountingforexperimentaldesignandintensitydependentrelationships AT storeyjohnd normalizationoftwochannelmicroarraysaccountingforexperimentaldesignandintensitydependentrelationships |