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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...

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Autores principales: Lamparter, David, Marbach, Daniel, Rueedi, Rico, Bergmann, Sven, Kutalik, Zoltán
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
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.
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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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