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Multi-scale structural community organisation of the human genome

BACKGROUND: Structural interaction frequency matrices between all genome loci are now experimentally achievable thanks to high-throughput chromosome conformation capture technologies. This ensues a new methodological challenge for computational biology which consists in objectively extracting from t...

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Autores principales: Boulos, Rasha E., Tremblay, Nicolas, Arneodo, Alain, Borgnat, Pierre, Audit, Benjamin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5387268/
https://www.ncbi.nlm.nih.gov/pubmed/28399820
http://dx.doi.org/10.1186/s12859-017-1616-x
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author Boulos, Rasha E.
Tremblay, Nicolas
Arneodo, Alain
Borgnat, Pierre
Audit, Benjamin
author_facet Boulos, Rasha E.
Tremblay, Nicolas
Arneodo, Alain
Borgnat, Pierre
Audit, Benjamin
author_sort Boulos, Rasha E.
collection PubMed
description BACKGROUND: Structural interaction frequency matrices between all genome loci are now experimentally achievable thanks to high-throughput chromosome conformation capture technologies. This ensues a new methodological challenge for computational biology which consists in objectively extracting from these data the structural motifs characteristic of genome organisation. RESULTS: We deployed the fast multi-scale community mining algorithm based on spectral graph wavelets to characterise the networks of intra-chromosomal interactions in human cell lines. We observed that there exist structural domains of all sizes up to chromosome length and demonstrated that the set of structural communities forms a hierarchy of chromosome segments. Hence, at all scales, chromosome folding predominantly involves interactions between neighbouring sites rather than the formation of links between distant loci. CONCLUSIONS: Multi-scale structural decomposition of human chromosomes provides an original framework to question structural organisation and its relationship to functional regulation across the scales. By construction the proposed methodology is independent of the precise assembly of the reference genome and is thus directly applicable to genomes whose assembly is not fully determined. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12859-017-1616-x) contains supplementary material, which is available to authorized users.
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spelling pubmed-53872682017-04-11 Multi-scale structural community organisation of the human genome Boulos, Rasha E. Tremblay, Nicolas Arneodo, Alain Borgnat, Pierre Audit, Benjamin BMC Bioinformatics Research Article BACKGROUND: Structural interaction frequency matrices between all genome loci are now experimentally achievable thanks to high-throughput chromosome conformation capture technologies. This ensues a new methodological challenge for computational biology which consists in objectively extracting from these data the structural motifs characteristic of genome organisation. RESULTS: We deployed the fast multi-scale community mining algorithm based on spectral graph wavelets to characterise the networks of intra-chromosomal interactions in human cell lines. We observed that there exist structural domains of all sizes up to chromosome length and demonstrated that the set of structural communities forms a hierarchy of chromosome segments. Hence, at all scales, chromosome folding predominantly involves interactions between neighbouring sites rather than the formation of links between distant loci. CONCLUSIONS: Multi-scale structural decomposition of human chromosomes provides an original framework to question structural organisation and its relationship to functional regulation across the scales. By construction the proposed methodology is independent of the precise assembly of the reference genome and is thus directly applicable to genomes whose assembly is not fully determined. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12859-017-1616-x) contains supplementary material, which is available to authorized users. BioMed Central 2017-04-11 /pmc/articles/PMC5387268/ /pubmed/28399820 http://dx.doi.org/10.1186/s12859-017-1616-x Text en © The Author(s) 2017 Open Access This 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 Research Article
Boulos, Rasha E.
Tremblay, Nicolas
Arneodo, Alain
Borgnat, Pierre
Audit, Benjamin
Multi-scale structural community organisation of the human genome
title Multi-scale structural community organisation of the human genome
title_full Multi-scale structural community organisation of the human genome
title_fullStr Multi-scale structural community organisation of the human genome
title_full_unstemmed Multi-scale structural community organisation of the human genome
title_short Multi-scale structural community organisation of the human genome
title_sort multi-scale structural community organisation of the human genome
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5387268/
https://www.ncbi.nlm.nih.gov/pubmed/28399820
http://dx.doi.org/10.1186/s12859-017-1616-x
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