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Wellington-bootstrap: differential DNase-seq footprinting identifies cell-type determining transcription factors

BACKGROUND: The analysis of differential gene expression is a fundamental tool to relate gene regulation with specific biological processes. Differential binding of transcription factors (TFs) can drive differential gene expression. While DNase-seq data can provide global snapshots of TF binding, to...

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Autores principales: Piper, Jason, Assi, Salam A., Cauchy, Pierre, Ladroue, Christophe, Cockerill, Peter N., Bonifer, Constanze, Ott, Sascha
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4658755/
https://www.ncbi.nlm.nih.gov/pubmed/26608661
http://dx.doi.org/10.1186/s12864-015-2081-4
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author Piper, Jason
Assi, Salam A.
Cauchy, Pierre
Ladroue, Christophe
Cockerill, Peter N.
Bonifer, Constanze
Ott, Sascha
author_facet Piper, Jason
Assi, Salam A.
Cauchy, Pierre
Ladroue, Christophe
Cockerill, Peter N.
Bonifer, Constanze
Ott, Sascha
author_sort Piper, Jason
collection PubMed
description BACKGROUND: The analysis of differential gene expression is a fundamental tool to relate gene regulation with specific biological processes. Differential binding of transcription factors (TFs) can drive differential gene expression. While DNase-seq data can provide global snapshots of TF binding, tools for detecting differential binding from pairs of DNase-seq data sets are lacking. RESULTS: In order to link expression changes with changes in TF binding we introduce the concept of differential footprinting alongside a computational tool. We demonstrate that differential footprinting is associated with differential gene expression and can be used to define cell types by their specific TF occupancy patterns. CONCLUSIONS: Our new tool, Wellington-bootstrap, will enable the detection of differential TF binding facilitating the study of gene regulatory systems. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12864-015-2081-4) contains supplementary material, which is available to authorized users.
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spelling pubmed-46587552015-11-26 Wellington-bootstrap: differential DNase-seq footprinting identifies cell-type determining transcription factors Piper, Jason Assi, Salam A. Cauchy, Pierre Ladroue, Christophe Cockerill, Peter N. Bonifer, Constanze Ott, Sascha BMC Genomics Methodology Article BACKGROUND: The analysis of differential gene expression is a fundamental tool to relate gene regulation with specific biological processes. Differential binding of transcription factors (TFs) can drive differential gene expression. While DNase-seq data can provide global snapshots of TF binding, tools for detecting differential binding from pairs of DNase-seq data sets are lacking. RESULTS: In order to link expression changes with changes in TF binding we introduce the concept of differential footprinting alongside a computational tool. We demonstrate that differential footprinting is associated with differential gene expression and can be used to define cell types by their specific TF occupancy patterns. CONCLUSIONS: Our new tool, Wellington-bootstrap, will enable the detection of differential TF binding facilitating the study of gene regulatory systems. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12864-015-2081-4) contains supplementary material, which is available to authorized users. BioMed Central 2015-11-25 /pmc/articles/PMC4658755/ /pubmed/26608661 http://dx.doi.org/10.1186/s12864-015-2081-4 Text en © Piper 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 Methodology Article
Piper, Jason
Assi, Salam A.
Cauchy, Pierre
Ladroue, Christophe
Cockerill, Peter N.
Bonifer, Constanze
Ott, Sascha
Wellington-bootstrap: differential DNase-seq footprinting identifies cell-type determining transcription factors
title Wellington-bootstrap: differential DNase-seq footprinting identifies cell-type determining transcription factors
title_full Wellington-bootstrap: differential DNase-seq footprinting identifies cell-type determining transcription factors
title_fullStr Wellington-bootstrap: differential DNase-seq footprinting identifies cell-type determining transcription factors
title_full_unstemmed Wellington-bootstrap: differential DNase-seq footprinting identifies cell-type determining transcription factors
title_short Wellington-bootstrap: differential DNase-seq footprinting identifies cell-type determining transcription factors
title_sort wellington-bootstrap: differential dnase-seq footprinting identifies cell-type determining transcription factors
topic Methodology Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4658755/
https://www.ncbi.nlm.nih.gov/pubmed/26608661
http://dx.doi.org/10.1186/s12864-015-2081-4
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