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Widespread effects of DNA methylation and intra-motif dependencies revealed by novel transcription factor binding models.
Grau, Jan; Schmidt, Florian; Schulz, Marcel H.
Afiliação
  • Grau J; Institute of Computer Science, Martin Luther University Halle-Wittenberg, Halle 06120, Germany.
  • Schmidt F; Goethe-University Frankfurt, Institute for Cardiovascular Regeneration, Theodor-Stern-Kai 7, 60590 Frankfurt, Germany.
  • Schulz MH; Max Planck Institute for Informatics, Saarland Informatics Campus, Saarbrücken 66123, Germany.
Nucleic Acids Res ; 51(18): e95, 2023 Oct 13.
Article em En | MEDLINE | ID: mdl-37650641
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.

Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Tipo de estudo: Prognostic_studies Idioma: En Revista: Nucleic Acids Res Ano de publicação: 2023 Tipo de documento: Article País de afiliação: Alemanha País de publicação: Reino Unido

Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Tipo de estudo: Prognostic_studies Idioma: En Revista: Nucleic Acids Res Ano de publicação: 2023 Tipo de documento: Article País de afiliação: Alemanha País de publicação: Reino Unido