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ChromTime: modeling spatio-temporal dynamics of chromatin marks

To model spatial changes of chromatin mark peaks over time we develop and apply ChromTime, a computational method that predicts peaks to be either expanding, contracting, or holding steady between time points. Predicted expanding and contracting peaks can mark regulatory regions associated with tran...

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Detalles Bibliográficos
Autores principales: Fiziev, Petko, Ernst, Jason
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6085762/
https://www.ncbi.nlm.nih.gov/pubmed/30097049
http://dx.doi.org/10.1186/s13059-018-1485-2
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author Fiziev, Petko
Ernst, Jason
author_facet Fiziev, Petko
Ernst, Jason
author_sort Fiziev, Petko
collection PubMed
description To model spatial changes of chromatin mark peaks over time we develop and apply ChromTime, a computational method that predicts peaks to be either expanding, contracting, or holding steady between time points. Predicted expanding and contracting peaks can mark regulatory regions associated with transcription factor binding and gene expression changes. Spatial dynamics of peaks provide information about gene expression changes beyond localized signal density changes. ChromTime detects asymmetric expansions and contractions, which for some marks associate with the direction of transcription. ChromTime facilitates the analysis of time course chromatin data in a range of biological systems. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s13059-018-1485-2) contains supplementary material, which is available to authorized users.
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spelling pubmed-60857622018-08-16 ChromTime: modeling spatio-temporal dynamics of chromatin marks Fiziev, Petko Ernst, Jason Genome Biol Method To model spatial changes of chromatin mark peaks over time we develop and apply ChromTime, a computational method that predicts peaks to be either expanding, contracting, or holding steady between time points. Predicted expanding and contracting peaks can mark regulatory regions associated with transcription factor binding and gene expression changes. Spatial dynamics of peaks provide information about gene expression changes beyond localized signal density changes. ChromTime detects asymmetric expansions and contractions, which for some marks associate with the direction of transcription. ChromTime facilitates the analysis of time course chromatin data in a range of biological systems. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s13059-018-1485-2) contains supplementary material, which is available to authorized users. BioMed Central 2018-08-10 /pmc/articles/PMC6085762/ /pubmed/30097049 http://dx.doi.org/10.1186/s13059-018-1485-2 Text en © The Author(s). 2018 Open AccessThis 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 Method
Fiziev, Petko
Ernst, Jason
ChromTime: modeling spatio-temporal dynamics of chromatin marks
title ChromTime: modeling spatio-temporal dynamics of chromatin marks
title_full ChromTime: modeling spatio-temporal dynamics of chromatin marks
title_fullStr ChromTime: modeling spatio-temporal dynamics of chromatin marks
title_full_unstemmed ChromTime: modeling spatio-temporal dynamics of chromatin marks
title_short ChromTime: modeling spatio-temporal dynamics of chromatin marks
title_sort chromtime: modeling spatio-temporal dynamics of chromatin marks
topic Method
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6085762/
https://www.ncbi.nlm.nih.gov/pubmed/30097049
http://dx.doi.org/10.1186/s13059-018-1485-2
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