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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...
Autores principales: | , , , , |
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Formato: | Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2006
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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: . |
format | Text |
id | pubmed-1479841 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2006 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT alberscasperj simagesimulationofdnamicroarraygeneexpressiondata AT jansenritsertc simagesimulationofdnamicroarraygeneexpressiondata AT kokjan simagesimulationofdnamicroarraygeneexpressiondata AT kuipersoscarp simagesimulationofdnamicroarraygeneexpressiondata AT vanhijumsachaaft simagesimulationofdnamicroarraygeneexpressiondata |