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EntropyExplorer: an R package for computing and comparing differential Shannon entropy, differential coefficient of variation and differential expression

BACKGROUND: Differential Shannon entropy (DSE) and differential coefficient of variation (DCV) are effective metrics for the study of gene expression data. They can serve to augment differential expression (DE), and be applied in numerous settings whenever one seeks to measure differences in variabi...

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Autores principales: Wang, Kai, Phillips, Charles A., Saxton, Arnold M., Langston, Michael A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4696313/
https://www.ncbi.nlm.nih.gov/pubmed/26714840
http://dx.doi.org/10.1186/s13104-015-1786-4
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author Wang, Kai
Phillips, Charles A.
Saxton, Arnold M.
Langston, Michael A.
author_facet Wang, Kai
Phillips, Charles A.
Saxton, Arnold M.
Langston, Michael A.
author_sort Wang, Kai
collection PubMed
description BACKGROUND: Differential Shannon entropy (DSE) and differential coefficient of variation (DCV) are effective metrics for the study of gene expression data. They can serve to augment differential expression (DE), and be applied in numerous settings whenever one seeks to measure differences in variability rather than mere differences in magnitude. A general purpose, easily accessible tool for DSE and DCV would help make these two metrics available to data scientists. Automated p value computations would additionally be useful, and are often easier to interpret than raw test statistic values alone. RESULTS: EntropyExplorer is an R package for calculating DSE, DCV and DE. It also computes corresponding p values for each metric. All features are available through a single R function call. Based on extensive investigations in the literature, the Fligner-Killeen test was chosen to compute DCV p values. No standard method was found to be appropriate for DSE, and so permutation testing is used to calculate DSE p values. CONCLUSIONS: EntropyExplorer provides a convenient resource for calculating DSE, DCV, DE and associated p values. The package, along with its source code and reference manual, are freely available from the CRAN public repository at http://cran.r-project.org/web/packages/EntropyExplorer/index.html. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13104-015-1786-4) contains supplementary material, which is available to authorized users.
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spelling pubmed-46963132015-12-31 EntropyExplorer: an R package for computing and comparing differential Shannon entropy, differential coefficient of variation and differential expression Wang, Kai Phillips, Charles A. Saxton, Arnold M. Langston, Michael A. BMC Res Notes Technical Note BACKGROUND: Differential Shannon entropy (DSE) and differential coefficient of variation (DCV) are effective metrics for the study of gene expression data. They can serve to augment differential expression (DE), and be applied in numerous settings whenever one seeks to measure differences in variability rather than mere differences in magnitude. A general purpose, easily accessible tool for DSE and DCV would help make these two metrics available to data scientists. Automated p value computations would additionally be useful, and are often easier to interpret than raw test statistic values alone. RESULTS: EntropyExplorer is an R package for calculating DSE, DCV and DE. It also computes corresponding p values for each metric. All features are available through a single R function call. Based on extensive investigations in the literature, the Fligner-Killeen test was chosen to compute DCV p values. No standard method was found to be appropriate for DSE, and so permutation testing is used to calculate DSE p values. CONCLUSIONS: EntropyExplorer provides a convenient resource for calculating DSE, DCV, DE and associated p values. The package, along with its source code and reference manual, are freely available from the CRAN public repository at http://cran.r-project.org/web/packages/EntropyExplorer/index.html. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13104-015-1786-4) contains supplementary material, which is available to authorized users. BioMed Central 2015-12-30 /pmc/articles/PMC4696313/ /pubmed/26714840 http://dx.doi.org/10.1186/s13104-015-1786-4 Text en © Wang et al. 2015 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Technical Note
Wang, Kai
Phillips, Charles A.
Saxton, Arnold M.
Langston, Michael A.
EntropyExplorer: an R package for computing and comparing differential Shannon entropy, differential coefficient of variation and differential expression
title EntropyExplorer: an R package for computing and comparing differential Shannon entropy, differential coefficient of variation and differential expression
title_full EntropyExplorer: an R package for computing and comparing differential Shannon entropy, differential coefficient of variation and differential expression
title_fullStr EntropyExplorer: an R package for computing and comparing differential Shannon entropy, differential coefficient of variation and differential expression
title_full_unstemmed EntropyExplorer: an R package for computing and comparing differential Shannon entropy, differential coefficient of variation and differential expression
title_short EntropyExplorer: an R package for computing and comparing differential Shannon entropy, differential coefficient of variation and differential expression
title_sort entropyexplorer: an r package for computing and comparing differential shannon entropy, differential coefficient of variation and differential expression
topic Technical Note
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4696313/
https://www.ncbi.nlm.nih.gov/pubmed/26714840
http://dx.doi.org/10.1186/s13104-015-1786-4
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