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CompGO: an R package for comparing and visualizing Gene Ontology enrichment differences between DNA binding experiments

BACKGROUND: Gene ontology (GO) enrichment is commonly used for inferring biological meaning from systems biology experiments. However, determining differential GO and pathway enrichment between DNA-binding experiments or using the GO structure to classify experiments has received little attention. R...

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Autores principales: Waardenberg, Ashley J., Bassett, Samuel D., Bouveret, Romaric, Harvey, Richard P.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4557902/
https://www.ncbi.nlm.nih.gov/pubmed/26329719
http://dx.doi.org/10.1186/s12859-015-0701-2
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author Waardenberg, Ashley J.
Bassett, Samuel D.
Bouveret, Romaric
Harvey, Richard P.
author_facet Waardenberg, Ashley J.
Bassett, Samuel D.
Bouveret, Romaric
Harvey, Richard P.
author_sort Waardenberg, Ashley J.
collection PubMed
description BACKGROUND: Gene ontology (GO) enrichment is commonly used for inferring biological meaning from systems biology experiments. However, determining differential GO and pathway enrichment between DNA-binding experiments or using the GO structure to classify experiments has received little attention. RESULTS: Herein, we present a bioinformatics tool, CompGO, for identifying Differentially Enriched Gene Ontologies, called DiEGOs, and pathways, through the use of a z-score derivation of log odds ratios, and visualizing these differences at GO and pathway level. Through public experimental data focused on the cardiac transcription factor NKX2-5, we illustrate the problems associated with comparing GO enrichments between experiments using a simple overlap approach. CONCLUSIONS: We have developed an R/Bioconductor package, CompGO, which implements a new statistic normally used in epidemiological studies for performing comparative GO analyses and visualizing comparisons from .BED data containing genomic coordinates as well as gene lists as inputs. We justify the statistic through inclusion of experimental data and compare to the commonly used overlap method. CompGO is freely available as a R/Bioconductor package enabling easy integration into existing pipelines and is available at: http://www.bioconductor.org/packages/release/bioc/html/CompGO.html packages/release/bioc/html/CompGO.html
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spelling pubmed-45579022015-09-03 CompGO: an R package for comparing and visualizing Gene Ontology enrichment differences between DNA binding experiments Waardenberg, Ashley J. Bassett, Samuel D. Bouveret, Romaric Harvey, Richard P. BMC Bioinformatics Software BACKGROUND: Gene ontology (GO) enrichment is commonly used for inferring biological meaning from systems biology experiments. However, determining differential GO and pathway enrichment between DNA-binding experiments or using the GO structure to classify experiments has received little attention. RESULTS: Herein, we present a bioinformatics tool, CompGO, for identifying Differentially Enriched Gene Ontologies, called DiEGOs, and pathways, through the use of a z-score derivation of log odds ratios, and visualizing these differences at GO and pathway level. Through public experimental data focused on the cardiac transcription factor NKX2-5, we illustrate the problems associated with comparing GO enrichments between experiments using a simple overlap approach. CONCLUSIONS: We have developed an R/Bioconductor package, CompGO, which implements a new statistic normally used in epidemiological studies for performing comparative GO analyses and visualizing comparisons from .BED data containing genomic coordinates as well as gene lists as inputs. We justify the statistic through inclusion of experimental data and compare to the commonly used overlap method. CompGO is freely available as a R/Bioconductor package enabling easy integration into existing pipelines and is available at: http://www.bioconductor.org/packages/release/bioc/html/CompGO.html packages/release/bioc/html/CompGO.html BioMed Central 2015-09-02 /pmc/articles/PMC4557902/ /pubmed/26329719 http://dx.doi.org/10.1186/s12859-015-0701-2 Text en © Waardenberg et al. 2016 Open Access This 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 Software
Waardenberg, Ashley J.
Bassett, Samuel D.
Bouveret, Romaric
Harvey, Richard P.
CompGO: an R package for comparing and visualizing Gene Ontology enrichment differences between DNA binding experiments
title CompGO: an R package for comparing and visualizing Gene Ontology enrichment differences between DNA binding experiments
title_full CompGO: an R package for comparing and visualizing Gene Ontology enrichment differences between DNA binding experiments
title_fullStr CompGO: an R package for comparing and visualizing Gene Ontology enrichment differences between DNA binding experiments
title_full_unstemmed CompGO: an R package for comparing and visualizing Gene Ontology enrichment differences between DNA binding experiments
title_short CompGO: an R package for comparing and visualizing Gene Ontology enrichment differences between DNA binding experiments
title_sort compgo: an r package for comparing and visualizing gene ontology enrichment differences between dna binding experiments
topic Software
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4557902/
https://www.ncbi.nlm.nih.gov/pubmed/26329719
http://dx.doi.org/10.1186/s12859-015-0701-2
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