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Inferring chromatin-bound protein complexes from genome-wide binding assays
Genome-wide binding assays can determine where individual transcription factors bind in the genome. However, these factors rarely bind chromatin alone, but instead frequently bind to cis-regulatory elements (CREs) together with other factors thus forming protein complexes. Currently there are no int...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cold Spring Harbor Laboratory Press
2013
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3730103/ https://www.ncbi.nlm.nih.gov/pubmed/23554462 http://dx.doi.org/10.1101/gr.149419.112 |
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author | Giannopoulou, Eugenia G. Elemento, Olivier |
author_facet | Giannopoulou, Eugenia G. Elemento, Olivier |
author_sort | Giannopoulou, Eugenia G. |
collection | PubMed |
description | Genome-wide binding assays can determine where individual transcription factors bind in the genome. However, these factors rarely bind chromatin alone, but instead frequently bind to cis-regulatory elements (CREs) together with other factors thus forming protein complexes. Currently there are no integrative analytical approaches that can predict which complexes are formed on chromatin. Here, we describe a computational methodology to systematically capture protein complexes and infer their impact on gene expression. We applied our method to three human cell types, identified thousands of CREs, inferred known and undescribed complexes recruited to these CREs, and determined the role of the complexes as activators or repressors. Importantly, we found that the predicted complexes have a higher number of physical interactions between their members than expected by chance. Our work provides a mechanism for developing hypotheses about gene regulation via binding partners, and deciphering the interplay between combinatorial binding and gene expression. |
format | Online Article Text |
id | pubmed-3730103 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Cold Spring Harbor Laboratory Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-37301032013-08-05 Inferring chromatin-bound protein complexes from genome-wide binding assays Giannopoulou, Eugenia G. Elemento, Olivier Genome Res Method Genome-wide binding assays can determine where individual transcription factors bind in the genome. However, these factors rarely bind chromatin alone, but instead frequently bind to cis-regulatory elements (CREs) together with other factors thus forming protein complexes. Currently there are no integrative analytical approaches that can predict which complexes are formed on chromatin. Here, we describe a computational methodology to systematically capture protein complexes and infer their impact on gene expression. We applied our method to three human cell types, identified thousands of CREs, inferred known and undescribed complexes recruited to these CREs, and determined the role of the complexes as activators or repressors. Importantly, we found that the predicted complexes have a higher number of physical interactions between their members than expected by chance. Our work provides a mechanism for developing hypotheses about gene regulation via binding partners, and deciphering the interplay between combinatorial binding and gene expression. Cold Spring Harbor Laboratory Press 2013-08 /pmc/articles/PMC3730103/ /pubmed/23554462 http://dx.doi.org/10.1101/gr.149419.112 Text en © 2013, Published by Cold Spring Harbor Laboratory Press http://creativecommons.org/licenses/by-nc/3.0/ This article, published in Genome Research, is available under a Creative Commons License (Attribution-NonCommercial 3.0 Unported), as described at http://creativecommons.org/licenses/by-nc/3.0/. |
spellingShingle | Method Giannopoulou, Eugenia G. Elemento, Olivier Inferring chromatin-bound protein complexes from genome-wide binding assays |
title | Inferring chromatin-bound protein complexes from genome-wide binding assays |
title_full | Inferring chromatin-bound protein complexes from genome-wide binding assays |
title_fullStr | Inferring chromatin-bound protein complexes from genome-wide binding assays |
title_full_unstemmed | Inferring chromatin-bound protein complexes from genome-wide binding assays |
title_short | Inferring chromatin-bound protein complexes from genome-wide binding assays |
title_sort | inferring chromatin-bound protein complexes from genome-wide binding assays |
topic | Method |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3730103/ https://www.ncbi.nlm.nih.gov/pubmed/23554462 http://dx.doi.org/10.1101/gr.149419.112 |
work_keys_str_mv | AT giannopouloueugeniag inferringchromatinboundproteincomplexesfromgenomewidebindingassays AT elementoolivier inferringchromatinboundproteincomplexesfromgenomewidebindingassays |