Cargando…

BloodGen3Module: blood transcriptional module repertoire analysis and visualization using R

MOTIVATION: We previously described the construction and characterization of fixed reusable blood transcriptional module repertoires. More recently we released a third iteration (‘BloodGen3’ module repertoire) that comprises 382 functionally annotated modules and encompasses 14 168 transcripts. Cust...

Descripción completa

Detalles Bibliográficos
Autores principales: Rinchai, Darawan, Roelands, Jessica, Toufiq, Mohammed, Hendrickx, Wouter, Altman, Matthew C, Bedognetti, Davide, Chaussabel, Damien
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8388021/
https://www.ncbi.nlm.nih.gov/pubmed/33624743
http://dx.doi.org/10.1093/bioinformatics/btab121
_version_ 1783742561115963392
author Rinchai, Darawan
Roelands, Jessica
Toufiq, Mohammed
Hendrickx, Wouter
Altman, Matthew C
Bedognetti, Davide
Chaussabel, Damien
author_facet Rinchai, Darawan
Roelands, Jessica
Toufiq, Mohammed
Hendrickx, Wouter
Altman, Matthew C
Bedognetti, Davide
Chaussabel, Damien
author_sort Rinchai, Darawan
collection PubMed
description MOTIVATION: We previously described the construction and characterization of fixed reusable blood transcriptional module repertoires. More recently we released a third iteration (‘BloodGen3’ module repertoire) that comprises 382 functionally annotated modules and encompasses 14 168 transcripts. Custom bioinformatic tools are needed to support downstream analysis, visualization and interpretation relying on such fixed module repertoires. RESULTS: We have developed and describe here an R package, BloodGen3Module. The functions of our package permit group comparison analyses to be performed at the module-level, and to display the results as annotated fingerprint grid plots. A parallel workflow for computing module repertoire changes for individual samples rather than groups of samples is also available; these results are displayed as fingerprint heatmaps. An illustrative case is used to demonstrate the steps involved in generating blood transcriptome repertoire fingerprints of septic patients. Taken together, this resource could facilitate the analysis and interpretation of changes in blood transcript abundance observed across a wide range of pathological and physiological states. AVAILABILITY AND IMPLEMENTATION: The BloodGen3Module package and documentation are freely available from Github: https://github.com/Drinchai/BloodGen3Module. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.
format Online
Article
Text
id pubmed-8388021
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher Oxford University Press
record_format MEDLINE/PubMed
spelling pubmed-83880212021-08-26 BloodGen3Module: blood transcriptional module repertoire analysis and visualization using R Rinchai, Darawan Roelands, Jessica Toufiq, Mohammed Hendrickx, Wouter Altman, Matthew C Bedognetti, Davide Chaussabel, Damien Bioinformatics Original Papers MOTIVATION: We previously described the construction and characterization of fixed reusable blood transcriptional module repertoires. More recently we released a third iteration (‘BloodGen3’ module repertoire) that comprises 382 functionally annotated modules and encompasses 14 168 transcripts. Custom bioinformatic tools are needed to support downstream analysis, visualization and interpretation relying on such fixed module repertoires. RESULTS: We have developed and describe here an R package, BloodGen3Module. The functions of our package permit group comparison analyses to be performed at the module-level, and to display the results as annotated fingerprint grid plots. A parallel workflow for computing module repertoire changes for individual samples rather than groups of samples is also available; these results are displayed as fingerprint heatmaps. An illustrative case is used to demonstrate the steps involved in generating blood transcriptome repertoire fingerprints of septic patients. Taken together, this resource could facilitate the analysis and interpretation of changes in blood transcript abundance observed across a wide range of pathological and physiological states. AVAILABILITY AND IMPLEMENTATION: The BloodGen3Module package and documentation are freely available from Github: https://github.com/Drinchai/BloodGen3Module. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online. Oxford University Press 2021-02-24 /pmc/articles/PMC8388021/ /pubmed/33624743 http://dx.doi.org/10.1093/bioinformatics/btab121 Text en © The Author(s) 2021. Published by Oxford University Press. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) ), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com
spellingShingle Original Papers
Rinchai, Darawan
Roelands, Jessica
Toufiq, Mohammed
Hendrickx, Wouter
Altman, Matthew C
Bedognetti, Davide
Chaussabel, Damien
BloodGen3Module: blood transcriptional module repertoire analysis and visualization using R
title BloodGen3Module: blood transcriptional module repertoire analysis and visualization using R
title_full BloodGen3Module: blood transcriptional module repertoire analysis and visualization using R
title_fullStr BloodGen3Module: blood transcriptional module repertoire analysis and visualization using R
title_full_unstemmed BloodGen3Module: blood transcriptional module repertoire analysis and visualization using R
title_short BloodGen3Module: blood transcriptional module repertoire analysis and visualization using R
title_sort bloodgen3module: blood transcriptional module repertoire analysis and visualization using r
topic Original Papers
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8388021/
https://www.ncbi.nlm.nih.gov/pubmed/33624743
http://dx.doi.org/10.1093/bioinformatics/btab121
work_keys_str_mv AT rinchaidarawan bloodgen3modulebloodtranscriptionalmodulerepertoireanalysisandvisualizationusingr
AT roelandsjessica bloodgen3modulebloodtranscriptionalmodulerepertoireanalysisandvisualizationusingr
AT toufiqmohammed bloodgen3modulebloodtranscriptionalmodulerepertoireanalysisandvisualizationusingr
AT hendrickxwouter bloodgen3modulebloodtranscriptionalmodulerepertoireanalysisandvisualizationusingr
AT altmanmatthewc bloodgen3modulebloodtranscriptionalmodulerepertoireanalysisandvisualizationusingr
AT bedognettidavide bloodgen3modulebloodtranscriptionalmodulerepertoireanalysisandvisualizationusingr
AT chaussabeldamien bloodgen3modulebloodtranscriptionalmodulerepertoireanalysisandvisualizationusingr