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The IronChip evaluation package: a package of perl modules for robust analysis of custom microarrays

BACKGROUND: Gene expression studies greatly contribute to our understanding of complex relationships in gene regulatory networks. However, the complexity of array design, production and manipulations are limiting factors, affecting data quality. The use of customized DNA microarrays improves overall...

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Autores principales: Vainshtein, Yevhen, Sanchez, Mayka, Brazma, Alvis, Hentze, Matthias W, Dandekar, Thomas, Muckenthaler, Martina U
Formato: Texto
Lenguaje:English
Publicado: BioMed Central 2010
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2838865/
https://www.ncbi.nlm.nih.gov/pubmed/20193060
http://dx.doi.org/10.1186/1471-2105-11-112
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author Vainshtein, Yevhen
Sanchez, Mayka
Brazma, Alvis
Hentze, Matthias W
Dandekar, Thomas
Muckenthaler, Martina U
author_facet Vainshtein, Yevhen
Sanchez, Mayka
Brazma, Alvis
Hentze, Matthias W
Dandekar, Thomas
Muckenthaler, Martina U
author_sort Vainshtein, Yevhen
collection PubMed
description BACKGROUND: Gene expression studies greatly contribute to our understanding of complex relationships in gene regulatory networks. However, the complexity of array design, production and manipulations are limiting factors, affecting data quality. The use of customized DNA microarrays improves overall data quality in many situations, however, only if for these specifically designed microarrays analysis tools are available. RESULTS: The IronChip Evaluation Package (ICEP) is a collection of Perl utilities and an easy to use data evaluation pipeline for the analysis of microarray data with a focus on data quality of custom-designed microarrays. The package has been developed for the statistical and bioinformatical analysis of the custom cDNA microarray IronChip but can be easily adapted for other cDNA or oligonucleotide-based designed microarray platforms. ICEP uses decision tree-based algorithms to assign quality flags and performs robust analysis based on chip design properties regarding multiple repetitions, ratio cut-off, background and negative controls. CONCLUSIONS: ICEP is a stand-alone Windows application to obtain optimal data quality from custom-designed microarrays and is freely available here (see "Additional Files" section) and at: http://www.alice-dsl.net/evgeniy.vainshtein/ICEP/
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spelling pubmed-28388652010-03-16 The IronChip evaluation package: a package of perl modules for robust analysis of custom microarrays Vainshtein, Yevhen Sanchez, Mayka Brazma, Alvis Hentze, Matthias W Dandekar, Thomas Muckenthaler, Martina U BMC Bioinformatics Software BACKGROUND: Gene expression studies greatly contribute to our understanding of complex relationships in gene regulatory networks. However, the complexity of array design, production and manipulations are limiting factors, affecting data quality. The use of customized DNA microarrays improves overall data quality in many situations, however, only if for these specifically designed microarrays analysis tools are available. RESULTS: The IronChip Evaluation Package (ICEP) is a collection of Perl utilities and an easy to use data evaluation pipeline for the analysis of microarray data with a focus on data quality of custom-designed microarrays. The package has been developed for the statistical and bioinformatical analysis of the custom cDNA microarray IronChip but can be easily adapted for other cDNA or oligonucleotide-based designed microarray platforms. ICEP uses decision tree-based algorithms to assign quality flags and performs robust analysis based on chip design properties regarding multiple repetitions, ratio cut-off, background and negative controls. CONCLUSIONS: ICEP is a stand-alone Windows application to obtain optimal data quality from custom-designed microarrays and is freely available here (see "Additional Files" section) and at: http://www.alice-dsl.net/evgeniy.vainshtein/ICEP/ BioMed Central 2010-03-01 /pmc/articles/PMC2838865/ /pubmed/20193060 http://dx.doi.org/10.1186/1471-2105-11-112 Text en Copyright ©2010 Vainshtein et al; 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 Software
Vainshtein, Yevhen
Sanchez, Mayka
Brazma, Alvis
Hentze, Matthias W
Dandekar, Thomas
Muckenthaler, Martina U
The IronChip evaluation package: a package of perl modules for robust analysis of custom microarrays
title The IronChip evaluation package: a package of perl modules for robust analysis of custom microarrays
title_full The IronChip evaluation package: a package of perl modules for robust analysis of custom microarrays
title_fullStr The IronChip evaluation package: a package of perl modules for robust analysis of custom microarrays
title_full_unstemmed The IronChip evaluation package: a package of perl modules for robust analysis of custom microarrays
title_short The IronChip evaluation package: a package of perl modules for robust analysis of custom microarrays
title_sort ironchip evaluation package: a package of perl modules for robust analysis of custom microarrays
topic Software
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2838865/
https://www.ncbi.nlm.nih.gov/pubmed/20193060
http://dx.doi.org/10.1186/1471-2105-11-112
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