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Uncovering direct and indirect molecular determinants of chromatin loops using a computational integrative approach

Chromosomal organization in 3D plays a central role in regulating cell-type specific transcriptional and DNA replication timing programs. Yet it remains unclear to what extent the resulting long-range contacts depend on specific molecular drivers. Here we propose a model that comprehensively assesse...

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Detalles Bibliográficos
Autores principales: Mourad, Raphaël, Li, Lang, Cuvier, Olivier
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5462476/
https://www.ncbi.nlm.nih.gov/pubmed/28542178
http://dx.doi.org/10.1371/journal.pcbi.1005538
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author Mourad, Raphaël
Li, Lang
Cuvier, Olivier
author_facet Mourad, Raphaël
Li, Lang
Cuvier, Olivier
author_sort Mourad, Raphaël
collection PubMed
description Chromosomal organization in 3D plays a central role in regulating cell-type specific transcriptional and DNA replication timing programs. Yet it remains unclear to what extent the resulting long-range contacts depend on specific molecular drivers. Here we propose a model that comprehensively assesses the influence on contacts of DNA-binding proteins, cis-regulatory elements and DNA consensus motifs. Using real data, we validate a large number of predictions for long-range contacts involving known architectural proteins and DNA motifs. Our model outperforms existing approaches including enrichment test, random forests and correlation, and it uncovers numerous novel long-range contacts in Drosophila and human. The model uncovers the orientation-dependent specificity for long-range contacts between CTCF motifs in Drosophila, highlighting its conserved property in 3D organization of metazoan genomes. Our model further unravels long-range contacts depending on co-factors recruited to DNA indirectly, as illustrated by the influence of cohesin in stabilizing long-range contacts between CTCF sites. It also reveals asymmetric contacts such as enhancer-promoter contacts that highlight opposite influences of the transcription factors EBF1, EGR1 or MEF2C depending on RNA Polymerase II pausing.
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spelling pubmed-54624762017-06-22 Uncovering direct and indirect molecular determinants of chromatin loops using a computational integrative approach Mourad, Raphaël Li, Lang Cuvier, Olivier PLoS Comput Biol Research Article Chromosomal organization in 3D plays a central role in regulating cell-type specific transcriptional and DNA replication timing programs. Yet it remains unclear to what extent the resulting long-range contacts depend on specific molecular drivers. Here we propose a model that comprehensively assesses the influence on contacts of DNA-binding proteins, cis-regulatory elements and DNA consensus motifs. Using real data, we validate a large number of predictions for long-range contacts involving known architectural proteins and DNA motifs. Our model outperforms existing approaches including enrichment test, random forests and correlation, and it uncovers numerous novel long-range contacts in Drosophila and human. The model uncovers the orientation-dependent specificity for long-range contacts between CTCF motifs in Drosophila, highlighting its conserved property in 3D organization of metazoan genomes. Our model further unravels long-range contacts depending on co-factors recruited to DNA indirectly, as illustrated by the influence of cohesin in stabilizing long-range contacts between CTCF sites. It also reveals asymmetric contacts such as enhancer-promoter contacts that highlight opposite influences of the transcription factors EBF1, EGR1 or MEF2C depending on RNA Polymerase II pausing. Public Library of Science 2017-05-23 /pmc/articles/PMC5462476/ /pubmed/28542178 http://dx.doi.org/10.1371/journal.pcbi.1005538 Text en © 2017 Mourad et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Mourad, Raphaël
Li, Lang
Cuvier, Olivier
Uncovering direct and indirect molecular determinants of chromatin loops using a computational integrative approach
title Uncovering direct and indirect molecular determinants of chromatin loops using a computational integrative approach
title_full Uncovering direct and indirect molecular determinants of chromatin loops using a computational integrative approach
title_fullStr Uncovering direct and indirect molecular determinants of chromatin loops using a computational integrative approach
title_full_unstemmed Uncovering direct and indirect molecular determinants of chromatin loops using a computational integrative approach
title_short Uncovering direct and indirect molecular determinants of chromatin loops using a computational integrative approach
title_sort uncovering direct and indirect molecular determinants of chromatin loops using a computational integrative approach
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5462476/
https://www.ncbi.nlm.nih.gov/pubmed/28542178
http://dx.doi.org/10.1371/journal.pcbi.1005538
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