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Widespread effects of DNA methylation and intra-motif dependencies revealed by novel transcription factor binding models
Several studies suggested that transcription factor (TF) binding to DNA may be impaired or enhanced by DNA methylation. We present MeDeMo, a toolbox for TF motif analysis that combines information about DNA methylation with models capturing intra-motif dependencies. In a large-scale study using ChIP...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10570048/ https://www.ncbi.nlm.nih.gov/pubmed/37650641 http://dx.doi.org/10.1093/nar/gkad693 |
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author | Grau, Jan Schmidt, Florian Schulz, Marcel H |
author_facet | Grau, Jan Schmidt, Florian Schulz, Marcel H |
author_sort | Grau, Jan |
collection | PubMed |
description | Several studies suggested that transcription factor (TF) binding to DNA may be impaired or enhanced by DNA methylation. We present MeDeMo, a toolbox for TF motif analysis that combines information about DNA methylation with models capturing intra-motif dependencies. In a large-scale study using ChIP-seq data for 335 TFs, we identify novel TFs that show a binding behaviour associated with DNA methylation. Overall, we find that the presence of CpG methylation decreases the likelihood of binding for the majority of methylation-associated TFs. For a considerable subset of TFs, we show that intra-motif dependencies are pivotal for accurately modelling the impact of DNA methylation on TF binding. We illustrate that the novel methylation-aware TF binding models allow to predict differential ChIP-seq peaks and improve the genome-wide analysis of TF binding. Our work indicates that simplistic models that neglect the effect of DNA methylation on DNA binding may lead to systematic underperformance for methylation-associated TFs. |
format | Online Article Text |
id | pubmed-10570048 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-105700482023-10-14 Widespread effects of DNA methylation and intra-motif dependencies revealed by novel transcription factor binding models Grau, Jan Schmidt, Florian Schulz, Marcel H Nucleic Acids Res Methods Several studies suggested that transcription factor (TF) binding to DNA may be impaired or enhanced by DNA methylation. We present MeDeMo, a toolbox for TF motif analysis that combines information about DNA methylation with models capturing intra-motif dependencies. In a large-scale study using ChIP-seq data for 335 TFs, we identify novel TFs that show a binding behaviour associated with DNA methylation. Overall, we find that the presence of CpG methylation decreases the likelihood of binding for the majority of methylation-associated TFs. For a considerable subset of TFs, we show that intra-motif dependencies are pivotal for accurately modelling the impact of DNA methylation on TF binding. We illustrate that the novel methylation-aware TF binding models allow to predict differential ChIP-seq peaks and improve the genome-wide analysis of TF binding. Our work indicates that simplistic models that neglect the effect of DNA methylation on DNA binding may lead to systematic underperformance for methylation-associated TFs. Oxford University Press 2023-08-31 /pmc/articles/PMC10570048/ /pubmed/37650641 http://dx.doi.org/10.1093/nar/gkad693 Text en © The Author(s) 2023. Published by Oxford University Press on behalf of Nucleic Acids Research. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial License (https://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Methods Grau, Jan Schmidt, Florian Schulz, Marcel H Widespread effects of DNA methylation and intra-motif dependencies revealed by novel transcription factor binding models |
title | Widespread effects of DNA methylation and intra-motif dependencies revealed by novel transcription factor binding models |
title_full | Widespread effects of DNA methylation and intra-motif dependencies revealed by novel transcription factor binding models |
title_fullStr | Widespread effects of DNA methylation and intra-motif dependencies revealed by novel transcription factor binding models |
title_full_unstemmed | Widespread effects of DNA methylation and intra-motif dependencies revealed by novel transcription factor binding models |
title_short | Widespread effects of DNA methylation and intra-motif dependencies revealed by novel transcription factor binding models |
title_sort | widespread effects of dna methylation and intra-motif dependencies revealed by novel transcription factor binding models |
topic | Methods |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10570048/ https://www.ncbi.nlm.nih.gov/pubmed/37650641 http://dx.doi.org/10.1093/nar/gkad693 |
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