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SIMAGE: simulation of DNA-microarray gene expression data

BACKGROUND: Simulation of DNA-microarray data serves at least three purposes: (i) optimizing the design of an intended DNA microarray experiment, (ii) comparing existing pre-processing and processing methods for best analysis of a given DNA microarray experiment, (iii) educating students, lab-worker...

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Autores principales: Albers, Casper J, Jansen, Ritsert C, Kok, Jan, Kuipers, Oscar P, van Hijum, Sacha AFT
Formato: Texto
Lenguaje:English
Publicado: BioMed Central 2006
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1479841/
https://www.ncbi.nlm.nih.gov/pubmed/16613602
http://dx.doi.org/10.1186/1471-2105-7-205
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author Albers, Casper J
Jansen, Ritsert C
Kok, Jan
Kuipers, Oscar P
van Hijum, Sacha AFT
author_facet Albers, Casper J
Jansen, Ritsert C
Kok, Jan
Kuipers, Oscar P
van Hijum, Sacha AFT
author_sort Albers, Casper J
collection PubMed
description BACKGROUND: Simulation of DNA-microarray data serves at least three purposes: (i) optimizing the design of an intended DNA microarray experiment, (ii) comparing existing pre-processing and processing methods for best analysis of a given DNA microarray experiment, (iii) educating students, lab-workers and other researchers by making them aware of the many factors influencing DNA microarray experiments. RESULTS: Our model has multiple layers of factors influencing the experiment. The relative influence of such factors can differ significantly between labs, experiments within labs, etc. Therefore, we have added a module to roughly estimate their parameters from a given data set. This guarantees that our simulated data mimics real data as closely as possible. CONCLUSION: We introduce a model for the simulation of dual-dye cDNA-microarray data closely resembling real data and coin the model and its software implementation "SIMAGE" which stands for simulation of microarray gene expression data. The software is freely accessible at: .
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spelling pubmed-14798412006-06-19 SIMAGE: simulation of DNA-microarray gene expression data Albers, Casper J Jansen, Ritsert C Kok, Jan Kuipers, Oscar P van Hijum, Sacha AFT BMC Bioinformatics Software BACKGROUND: Simulation of DNA-microarray data serves at least three purposes: (i) optimizing the design of an intended DNA microarray experiment, (ii) comparing existing pre-processing and processing methods for best analysis of a given DNA microarray experiment, (iii) educating students, lab-workers and other researchers by making them aware of the many factors influencing DNA microarray experiments. RESULTS: Our model has multiple layers of factors influencing the experiment. The relative influence of such factors can differ significantly between labs, experiments within labs, etc. Therefore, we have added a module to roughly estimate their parameters from a given data set. This guarantees that our simulated data mimics real data as closely as possible. CONCLUSION: We introduce a model for the simulation of dual-dye cDNA-microarray data closely resembling real data and coin the model and its software implementation "SIMAGE" which stands for simulation of microarray gene expression data. The software is freely accessible at: . BioMed Central 2006-04-13 /pmc/articles/PMC1479841/ /pubmed/16613602 http://dx.doi.org/10.1186/1471-2105-7-205 Text en Copyright © 2006 Albers 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
Albers, Casper J
Jansen, Ritsert C
Kok, Jan
Kuipers, Oscar P
van Hijum, Sacha AFT
SIMAGE: simulation of DNA-microarray gene expression data
title SIMAGE: simulation of DNA-microarray gene expression data
title_full SIMAGE: simulation of DNA-microarray gene expression data
title_fullStr SIMAGE: simulation of DNA-microarray gene expression data
title_full_unstemmed SIMAGE: simulation of DNA-microarray gene expression data
title_short SIMAGE: simulation of DNA-microarray gene expression data
title_sort simage: simulation of dna-microarray gene expression data
topic Software
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1479841/
https://www.ncbi.nlm.nih.gov/pubmed/16613602
http://dx.doi.org/10.1186/1471-2105-7-205
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