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Genome-wide predictors of NF-κB recruitment and transcriptional activity
BACKGROUND: Inducible transcription factors (TFs) mediate transcriptional responses to environmental cues. In response to multiple inflammatory signals active NF-κB dimers enter the nucleus and trigger cell-type-, and stimulus-specific transcriptional programs. Although much is known about NF-κB ind...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4661973/ https://www.ncbi.nlm.nih.gov/pubmed/26617673 http://dx.doi.org/10.1186/s13040-015-0071-3 |
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author | Cieślik, Marcin Bekiranov, Stefan |
author_facet | Cieślik, Marcin Bekiranov, Stefan |
author_sort | Cieślik, Marcin |
collection | PubMed |
description | BACKGROUND: Inducible transcription factors (TFs) mediate transcriptional responses to environmental cues. In response to multiple inflammatory signals active NF-κB dimers enter the nucleus and trigger cell-type-, and stimulus-specific transcriptional programs. Although much is known about NF-κB inducing pathways and about locus-specific mechanisms of transcriptional control, it is poorly understood how the pre-existing chromatin landscape determines NF-κB target selection and activation. Specifically, it is not known which epigenetic marks and pre-bound TFs serve genome-wide as positive (negative) cues for active NF-κB. RESULTS: We applied multivariate and combinatorial data mining techniques on a comprehensive dataset of DNA methylation, DNase I hypersensitivity, eight epigenetic marks, and 34 TFs to arrive at genome-wide patterns that predict NF-κB binding. Strikingly, we observed NF-κB recruitment to accessible and nucleosome-bound sites. Within nucleosomal DNA NF-κB binding was primed by H3K4me1 and H2A.Z, but also hyper-methylated DNA outside of promoters and CpG-islands. Many of these predictors showed combinatorial cooperativity and statistically significant interactions. Recruitment to pre-accessible sites was more frequent and influenced by chromatin-associated TFs. We observed that specific TF-combinations are greatly enriched for (or depleted of) NF-κB binding events. CONCLUSIONS: We provide evidence of NF-κB binding within genomic regions that lack classical marks of activity. These pioneer binding events are relatively often associated with transcriptional regulation. Further, our predictive models indicate that specific combinations of epigenetic marks and transcription factors predetermine the NF-κB cistrome, supporting the feasibility of using statistical approaches to identify “histone codes”. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13040-015-0071-3) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-4661973 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-46619732015-11-28 Genome-wide predictors of NF-κB recruitment and transcriptional activity Cieślik, Marcin Bekiranov, Stefan BioData Min Research BACKGROUND: Inducible transcription factors (TFs) mediate transcriptional responses to environmental cues. In response to multiple inflammatory signals active NF-κB dimers enter the nucleus and trigger cell-type-, and stimulus-specific transcriptional programs. Although much is known about NF-κB inducing pathways and about locus-specific mechanisms of transcriptional control, it is poorly understood how the pre-existing chromatin landscape determines NF-κB target selection and activation. Specifically, it is not known which epigenetic marks and pre-bound TFs serve genome-wide as positive (negative) cues for active NF-κB. RESULTS: We applied multivariate and combinatorial data mining techniques on a comprehensive dataset of DNA methylation, DNase I hypersensitivity, eight epigenetic marks, and 34 TFs to arrive at genome-wide patterns that predict NF-κB binding. Strikingly, we observed NF-κB recruitment to accessible and nucleosome-bound sites. Within nucleosomal DNA NF-κB binding was primed by H3K4me1 and H2A.Z, but also hyper-methylated DNA outside of promoters and CpG-islands. Many of these predictors showed combinatorial cooperativity and statistically significant interactions. Recruitment to pre-accessible sites was more frequent and influenced by chromatin-associated TFs. We observed that specific TF-combinations are greatly enriched for (or depleted of) NF-κB binding events. CONCLUSIONS: We provide evidence of NF-κB binding within genomic regions that lack classical marks of activity. These pioneer binding events are relatively often associated with transcriptional regulation. Further, our predictive models indicate that specific combinations of epigenetic marks and transcription factors predetermine the NF-κB cistrome, supporting the feasibility of using statistical approaches to identify “histone codes”. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13040-015-0071-3) contains supplementary material, which is available to authorized users. BioMed Central 2015-11-26 /pmc/articles/PMC4661973/ /pubmed/26617673 http://dx.doi.org/10.1186/s13040-015-0071-3 Text en © Cieślik and Bekiranov. 2015 Open Access This 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 | Research Cieślik, Marcin Bekiranov, Stefan Genome-wide predictors of NF-κB recruitment and transcriptional activity |
title | Genome-wide predictors of NF-κB recruitment and transcriptional activity |
title_full | Genome-wide predictors of NF-κB recruitment and transcriptional activity |
title_fullStr | Genome-wide predictors of NF-κB recruitment and transcriptional activity |
title_full_unstemmed | Genome-wide predictors of NF-κB recruitment and transcriptional activity |
title_short | Genome-wide predictors of NF-κB recruitment and transcriptional activity |
title_sort | genome-wide predictors of nf-κb recruitment and transcriptional activity |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4661973/ https://www.ncbi.nlm.nih.gov/pubmed/26617673 http://dx.doi.org/10.1186/s13040-015-0071-3 |
work_keys_str_mv | AT cieslikmarcin genomewidepredictorsofnfkbrecruitmentandtranscriptionalactivity AT bekiranovstefan genomewidepredictorsofnfkbrecruitmentandtranscriptionalactivity |