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Genome-Wide Association between Transcription Factor Expression and Chromatin Accessibility Reveals Regulators of Chromatin Accessibility
To better understand genome regulation, it is important to uncover the role of transcription factors in the process of chromatin structure establishment and maintenance. Here we present a data-driven approach to systematically characterise transcription factors that are relevant for this process. Ou...
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/PMC5261565/ https://www.ncbi.nlm.nih.gov/pubmed/28118358 http://dx.doi.org/10.1371/journal.pcbi.1005311 |
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author | Lamparter, David Marbach, Daniel Rueedi, Rico Bergmann, Sven Kutalik, Zoltán |
author_facet | Lamparter, David Marbach, Daniel Rueedi, Rico Bergmann, Sven Kutalik, Zoltán |
author_sort | Lamparter, David |
collection | PubMed |
description | To better understand genome regulation, it is important to uncover the role of transcription factors in the process of chromatin structure establishment and maintenance. Here we present a data-driven approach to systematically characterise transcription factors that are relevant for this process. Our method uses a linear mixed modelling approach to combine datasets of transcription factor binding motif enrichments in open chromatin and gene expression across the same set of cell lines. Applying this approach to the ENCODE dataset, we confirm already known and imply numerous novel transcription factors that play a role in the establishment or maintenance of open chromatin. In particular, our approach rediscovers many factors that have been annotated as pioneer factors. |
format | Online Article Text |
id | pubmed-5261565 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-52615652017-02-17 Genome-Wide Association between Transcription Factor Expression and Chromatin Accessibility Reveals Regulators of Chromatin Accessibility Lamparter, David Marbach, Daniel Rueedi, Rico Bergmann, Sven Kutalik, Zoltán PLoS Comput Biol Research Article To better understand genome regulation, it is important to uncover the role of transcription factors in the process of chromatin structure establishment and maintenance. Here we present a data-driven approach to systematically characterise transcription factors that are relevant for this process. Our method uses a linear mixed modelling approach to combine datasets of transcription factor binding motif enrichments in open chromatin and gene expression across the same set of cell lines. Applying this approach to the ENCODE dataset, we confirm already known and imply numerous novel transcription factors that play a role in the establishment or maintenance of open chromatin. In particular, our approach rediscovers many factors that have been annotated as pioneer factors. Public Library of Science 2017-01-24 /pmc/articles/PMC5261565/ /pubmed/28118358 http://dx.doi.org/10.1371/journal.pcbi.1005311 Text en © 2017 Lamparter 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 Lamparter, David Marbach, Daniel Rueedi, Rico Bergmann, Sven Kutalik, Zoltán Genome-Wide Association between Transcription Factor Expression and Chromatin Accessibility Reveals Regulators of Chromatin Accessibility |
title | Genome-Wide Association between Transcription Factor Expression and Chromatin Accessibility Reveals Regulators of Chromatin Accessibility |
title_full | Genome-Wide Association between Transcription Factor Expression and Chromatin Accessibility Reveals Regulators of Chromatin Accessibility |
title_fullStr | Genome-Wide Association between Transcription Factor Expression and Chromatin Accessibility Reveals Regulators of Chromatin Accessibility |
title_full_unstemmed | Genome-Wide Association between Transcription Factor Expression and Chromatin Accessibility Reveals Regulators of Chromatin Accessibility |
title_short | Genome-Wide Association between Transcription Factor Expression and Chromatin Accessibility Reveals Regulators of Chromatin Accessibility |
title_sort | genome-wide association between transcription factor expression and chromatin accessibility reveals regulators of chromatin accessibility |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5261565/ https://www.ncbi.nlm.nih.gov/pubmed/28118358 http://dx.doi.org/10.1371/journal.pcbi.1005311 |
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