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A map of direct TF–DNA interactions in the human genome

Chromatin immunoprecipitation followed by sequencing (ChIP-seq) is the most popular assay to identify genomic regions, called ChIP-seq peaks, that are bound in vivo by transcription factors (TFs). These regions are derived from direct TF–DNA interactions, indirect binding of the TF to the DNA (throu...

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Autores principales: Gheorghe, Marius, Sandve, Geir Kjetil, Khan, Aziz, Chèneby, Jeanne, Ballester, Benoit, Mathelier, Anthony
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6393237/
https://www.ncbi.nlm.nih.gov/pubmed/30517703
http://dx.doi.org/10.1093/nar/gky1210
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author Gheorghe, Marius
Sandve, Geir Kjetil
Khan, Aziz
Chèneby, Jeanne
Ballester, Benoit
Mathelier, Anthony
author_facet Gheorghe, Marius
Sandve, Geir Kjetil
Khan, Aziz
Chèneby, Jeanne
Ballester, Benoit
Mathelier, Anthony
author_sort Gheorghe, Marius
collection PubMed
description Chromatin immunoprecipitation followed by sequencing (ChIP-seq) is the most popular assay to identify genomic regions, called ChIP-seq peaks, that are bound in vivo by transcription factors (TFs). These regions are derived from direct TF–DNA interactions, indirect binding of the TF to the DNA (through a co-binding partner), nonspecific binding to the DNA, and noise/bias/artifacts. Delineating the bona fide direct TF–DNA interactions within the ChIP-seq peaks remains challenging. We developed a dedicated software, ChIP-eat, that combines computational TF binding models and ChIP-seq peaks to automatically predict direct TF–DNA interactions. Our work culminated with predicted interactions covering >2% of the human genome, obtained by uniformly processing 1983 ChIP-seq peak data sets from the ReMap database for 232 unique TFs. The predictions were a posteriori assessed using protein binding microarray and ChIP-exo data, and were predominantly found in high quality ChIP-seq peaks. The set of predicted direct TF–DNA interactions suggested that high-occupancy target regions are likely not derived from direct binding of the TFs to the DNA. Our predictions derived co-binding TFs supported by protein-protein interaction data and defined cis-regulatory modules enriched for disease- and trait-associated SNPs. We provide this collection of direct TF–DNA interactions and cis-regulatory modules through the UniBind web-interface (http://unibind.uio.no).
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spelling pubmed-63932372019-03-05 A map of direct TF–DNA interactions in the human genome Gheorghe, Marius Sandve, Geir Kjetil Khan, Aziz Chèneby, Jeanne Ballester, Benoit Mathelier, Anthony Nucleic Acids Res Methods Online Chromatin immunoprecipitation followed by sequencing (ChIP-seq) is the most popular assay to identify genomic regions, called ChIP-seq peaks, that are bound in vivo by transcription factors (TFs). These regions are derived from direct TF–DNA interactions, indirect binding of the TF to the DNA (through a co-binding partner), nonspecific binding to the DNA, and noise/bias/artifacts. Delineating the bona fide direct TF–DNA interactions within the ChIP-seq peaks remains challenging. We developed a dedicated software, ChIP-eat, that combines computational TF binding models and ChIP-seq peaks to automatically predict direct TF–DNA interactions. Our work culminated with predicted interactions covering >2% of the human genome, obtained by uniformly processing 1983 ChIP-seq peak data sets from the ReMap database for 232 unique TFs. The predictions were a posteriori assessed using protein binding microarray and ChIP-exo data, and were predominantly found in high quality ChIP-seq peaks. The set of predicted direct TF–DNA interactions suggested that high-occupancy target regions are likely not derived from direct binding of the TFs to the DNA. Our predictions derived co-binding TFs supported by protein-protein interaction data and defined cis-regulatory modules enriched for disease- and trait-associated SNPs. We provide this collection of direct TF–DNA interactions and cis-regulatory modules through the UniBind web-interface (http://unibind.uio.no). Oxford University Press 2019-02-28 2018-12-04 /pmc/articles/PMC6393237/ /pubmed/30517703 http://dx.doi.org/10.1093/nar/gky1210 Text en © The Author(s) 2018. Published by Oxford University Press on behalf of Nucleic Acids Research. http://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/), 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 Methods Online
Gheorghe, Marius
Sandve, Geir Kjetil
Khan, Aziz
Chèneby, Jeanne
Ballester, Benoit
Mathelier, Anthony
A map of direct TF–DNA interactions in the human genome
title A map of direct TF–DNA interactions in the human genome
title_full A map of direct TF–DNA interactions in the human genome
title_fullStr A map of direct TF–DNA interactions in the human genome
title_full_unstemmed A map of direct TF–DNA interactions in the human genome
title_short A map of direct TF–DNA interactions in the human genome
title_sort map of direct tf–dna interactions in the human genome
topic Methods Online
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6393237/
https://www.ncbi.nlm.nih.gov/pubmed/30517703
http://dx.doi.org/10.1093/nar/gky1210
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