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

  • Kai Wang
  • , Charles A. Philips
  • , Arnold M. Saxton
  • , Michael A. Langston

Research output: Contribution to journalArticlepeer-review

20 Scopus citations
5 Downloads (Pure)

Abstract

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 .

Original languageEnglish
Article number832
JournalBMC Research Notes
Volume8
Issue number1
DOIs
StatePublished - Dec 30 2015

Scopus Subject Areas

  • General Biochemistry, Genetics and Molecular Biology

Keywords

  • Differential Shannon entropy
  • Differential coefficient of variation
  • Differential expression
  • Statistical tests

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