Chromatin immunoprecipitation followed by next-generation sequencing (ChIP-Seq) has opened new avenues of research in the genome-wide characterization of regulatory DNA-protein interactions at the genetic and epigenetic level. As a consequence, it has become the de facto standard for studies on the regulation of transcription, and literally thousands of data sets for transcription factors and cofactors in different conditions and species are now available to the scientific community. However, while pipelines and best practices have been established for the analysis of a single experiment, there is still no consensus on the best way to perform an integrated analysis of multiple datasets in the same condition, in order to identify the most relevant and widespread regulatory modules composed by different transcription factors and cofactors. We present here a computational pipeline for this task, that integrates peak summit colocalization, a novel statistical framework for the evaluation of its significance, and motif enrichment analysis. We show examples of its application to ENCODE data, that led to the identification of relevant regulatory modules composed of different factors, as well as the organization on DNA of the binding motifs responsible for their recruitment.
Integrating Peak Colocalization and Motif Enrichment Analysis for the Discovery of Genome-Wide Regulatory Modules and Transcription Factor Recruitment Rules / M. Ronzio, F. Zambelli, D. Dolfini, R. Mantovani, G. Pavesi. - In: FRONTIERS IN GENETICS. - ISSN 1664-8021. - 11(2020 Feb 21), pp. 72.1-72.15.
|Titolo:||Integrating Peak Colocalization and Motif Enrichment Analysis for the Discovery of Genome-Wide Regulatory Modules and Transcription Factor Recruitment Rules|
PAVESI, GIULIO (Corresponding)
|Parole Chiave:||ChIP-seq; colocalization analysis; transcription factor (TF); transcription factor binding sites (TFBS); transcriptional regulation|
|Settore Scientifico Disciplinare:||Settore BIO/18 - Genetica|
Settore BIO/11 - Biologia Molecolare
|Data di pubblicazione:||21-feb-2020|
|Digital Object Identifier (DOI):||http://dx.doi.org/10.3389/fgene.2020.00072|
|Appare nelle tipologie:||01 - Articolo su periodico|