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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2017
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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. |
format | Online Article Text |
id | pubmed-5462476 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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