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A critical assessment of topologically associating domain prediction tools

Topologically associating domains (TADs) have been proposed to be the basic unit of chromosome folding and have been shown to play key roles in genome organization and gene regulation. Several different tools are available for TAD prediction, but their properties have never been thoroughly assessed....

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Detalles Bibliográficos
Autores principales: Dali, Rola, Blanchette, Mathieu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5389712/
https://www.ncbi.nlm.nih.gov/pubmed/28334773
http://dx.doi.org/10.1093/nar/gkx145
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author Dali, Rola
Blanchette, Mathieu
author_facet Dali, Rola
Blanchette, Mathieu
author_sort Dali, Rola
collection PubMed
description Topologically associating domains (TADs) have been proposed to be the basic unit of chromosome folding and have been shown to play key roles in genome organization and gene regulation. Several different tools are available for TAD prediction, but their properties have never been thoroughly assessed. In this manuscript, we compare the output of seven different TAD prediction tools on two published Hi-C data sets. TAD predictions varied greatly between tools in number, size distribution and other biological properties. Assessed against a manual annotation of TADs, individual TAD boundary predictions were found to be quite reliable, but their assembly into complete TAD structures was much less so. In addition, many tools were sensitive to sequencing depth and resolution of the interaction frequency matrix. This manuscript provides users and designers of TAD prediction tools with information that will help guide the choice of tools and the interpretation of their predictions.
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spelling pubmed-53897122017-04-24 A critical assessment of topologically associating domain prediction tools Dali, Rola Blanchette, Mathieu Nucleic Acids Res Data Resources and Analyses Topologically associating domains (TADs) have been proposed to be the basic unit of chromosome folding and have been shown to play key roles in genome organization and gene regulation. Several different tools are available for TAD prediction, but their properties have never been thoroughly assessed. In this manuscript, we compare the output of seven different TAD prediction tools on two published Hi-C data sets. TAD predictions varied greatly between tools in number, size distribution and other biological properties. Assessed against a manual annotation of TADs, individual TAD boundary predictions were found to be quite reliable, but their assembly into complete TAD structures was much less so. In addition, many tools were sensitive to sequencing depth and resolution of the interaction frequency matrix. This manuscript provides users and designers of TAD prediction tools with information that will help guide the choice of tools and the interpretation of their predictions. Oxford University Press 2017-04-07 2017-03-02 /pmc/articles/PMC5389712/ /pubmed/28334773 http://dx.doi.org/10.1093/nar/gkx145 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 Data Resources and Analyses
Dali, Rola
Blanchette, Mathieu
A critical assessment of topologically associating domain prediction tools
title A critical assessment of topologically associating domain prediction tools
title_full A critical assessment of topologically associating domain prediction tools
title_fullStr A critical assessment of topologically associating domain prediction tools
title_full_unstemmed A critical assessment of topologically associating domain prediction tools
title_short A critical assessment of topologically associating domain prediction tools
title_sort critical assessment of topologically associating domain prediction tools
topic Data Resources and Analyses
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5389712/
https://www.ncbi.nlm.nih.gov/pubmed/28334773
http://dx.doi.org/10.1093/nar/gkx145
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