Calculating Biological Module Enrichment or Depletion and Visualizing Data on Large-scale Molecular Maps with ACSNMineR and RNaviCell Packages

Abstract:

Biological pathways or modules represent sets of interactions or functional relationships occurring at the molecular level in living cells. A large body of knowledge on pathways is organized in public databases such as the KEGG, Reactome, or in more specialized repositories, the Atlas of Cancer Signaling Network (ACSN) being an example. All these open biological databases facilitate analyses, improving our understanding of cellular systems. We hereby describe ACSNMineR for calculation of enrichment or depletion of lists of genes of interest in biological pathways. ACSNMineR integrates ACSN molecular pathways gene sets, but can use any gene set encoded as a GMT file, for instance sets of genes available in the Molecular Signatures Database (MSigDB). We also present RNaviCell, that can be used in conjunction with ACSNMineR to visualize different data types on web-based, interactive ACSN maps. We illustrate the functionalities of the two packages with biological data taken from large-scale cancer datasets.

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Published

Oct. 20, 2016

Received

Apr 2, 2016

DOI

10.32614/RJ-2016-047

Volume

Pages

8/2

293 - 306

CRAN packages used

ACSNMineR, RNaviCell, ggplot2

CRAN Task Views implied by cited packages

Graphics, Phylogenetics

Bioconductor packages used

GOstats, clusterProfiler

Footnotes

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    Text and figures are licensed under Creative Commons Attribution CC BY 4.0. The figures that have been reused from other sources don't fall under this license and can be recognized by a note in their caption: "Figure from ...".

    Citation

    For attribution, please cite this work as

    Deveau, et al., "The R Journal: Calculating Biological Module Enrichment or Depletion and Visualizing Data on Large-scale Molecular Maps with ACSNMineR and RNaviCell Packages", The R Journal, 2016

    BibTeX citation

    @article{RJ-2016-047,
      author = {Deveau, Paul and Barillot, Emmanuel and Boeva, Valentina and Zinovyev, Andrei and Bonnet, Eric},
      title = {The R Journal: Calculating Biological Module Enrichment or Depletion and Visualizing Data on Large-scale Molecular Maps with ACSNMineR and RNaviCell Packages},
      journal = {The R Journal},
      year = {2016},
      note = {https://doi.org/10.32614/RJ-2016-047},
      doi = {10.32614/RJ-2016-047},
      volume = {8},
      issue = {2},
      issn = {2073-4859},
      pages = {293-306}
    }