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IC-Finder: inferring robustly the hierarchical organization of chromatin folding

The spatial organization of the genome plays a crucial role in the regulation of gene expression. Recent experimental techniques like Hi-C have emphasized the segmentation of genomes into interaction compartments that constitute conserved functional domains participating in the maintenance of a prop...

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Autores principales: Haddad, Noelle, Vaillant, Cédric, Jost, Daniel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5449546/
https://www.ncbi.nlm.nih.gov/pubmed/28130423
http://dx.doi.org/10.1093/nar/gkx036
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author Haddad, Noelle
Vaillant, Cédric
Jost, Daniel
author_facet Haddad, Noelle
Vaillant, Cédric
Jost, Daniel
author_sort Haddad, Noelle
collection PubMed
description The spatial organization of the genome plays a crucial role in the regulation of gene expression. Recent experimental techniques like Hi-C have emphasized the segmentation of genomes into interaction compartments that constitute conserved functional domains participating in the maintenance of a proper cell identity. Here, we propose a novel method, IC-Finder, to identify interaction compartments (IC) from experimental Hi-C maps. IC-Finder is based on a hierarchical clustering approach that we adapted to account for the polymeric nature of chromatin. Based on a benchmark of realistic in silico Hi-C maps, we show that IC-Finder is one of the best methods in terms of reliability and is the most efficient numerically. IC-Finder proposes two original options: a probabilistic description of the inferred compartments and the possibility to explore the various hierarchies of chromatin organization. Applying the method to experimental data in fly and human, we show how the predicted segmentation may depend on the normalization scheme and how 3D compartmentalization is tightly associated with epigenomic information. IC-Finder provides a robust and generic ‘all-in-one’ tool to uncover the general principles of 3D chromatin folding and their influence on gene regulation. The software is available at http://membres-timc.imag.fr/Daniel.Jost/DJ-TIMC/Software.html.
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spelling pubmed-54495462017-06-05 IC-Finder: inferring robustly the hierarchical organization of chromatin folding Haddad, Noelle Vaillant, Cédric Jost, Daniel Nucleic Acids Res Methods Online The spatial organization of the genome plays a crucial role in the regulation of gene expression. Recent experimental techniques like Hi-C have emphasized the segmentation of genomes into interaction compartments that constitute conserved functional domains participating in the maintenance of a proper cell identity. Here, we propose a novel method, IC-Finder, to identify interaction compartments (IC) from experimental Hi-C maps. IC-Finder is based on a hierarchical clustering approach that we adapted to account for the polymeric nature of chromatin. Based on a benchmark of realistic in silico Hi-C maps, we show that IC-Finder is one of the best methods in terms of reliability and is the most efficient numerically. IC-Finder proposes two original options: a probabilistic description of the inferred compartments and the possibility to explore the various hierarchies of chromatin organization. Applying the method to experimental data in fly and human, we show how the predicted segmentation may depend on the normalization scheme and how 3D compartmentalization is tightly associated with epigenomic information. IC-Finder provides a robust and generic ‘all-in-one’ tool to uncover the general principles of 3D chromatin folding and their influence on gene regulation. The software is available at http://membres-timc.imag.fr/Daniel.Jost/DJ-TIMC/Software.html. Oxford University Press 2017-06-02 2017-01-27 /pmc/articles/PMC5449546/ /pubmed/28130423 http://dx.doi.org/10.1093/nar/gkx036 Text en © The Author(s) 2017. 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 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
Haddad, Noelle
Vaillant, Cédric
Jost, Daniel
IC-Finder: inferring robustly the hierarchical organization of chromatin folding
title IC-Finder: inferring robustly the hierarchical organization of chromatin folding
title_full IC-Finder: inferring robustly the hierarchical organization of chromatin folding
title_fullStr IC-Finder: inferring robustly the hierarchical organization of chromatin folding
title_full_unstemmed IC-Finder: inferring robustly the hierarchical organization of chromatin folding
title_short IC-Finder: inferring robustly the hierarchical organization of chromatin folding
title_sort ic-finder: inferring robustly the hierarchical organization of chromatin folding
topic Methods Online
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5449546/
https://www.ncbi.nlm.nih.gov/pubmed/28130423
http://dx.doi.org/10.1093/nar/gkx036
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