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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...

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Autores principales: Grau, Jan, Schmidt, Florian, Schulz, Marcel H
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2023
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.
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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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