Clustering of Direct and Indirect DNA Binding Motifs of Human and Mouse Transcription Factors: X-TFBS Compendium from ChIP-seq
Abstract
Uncovering networks of gene expression regulation requires knowledge of specific DNA-binding motifs of transcription factors (TFs). Most TFs have multiple DNA motifs enriched in its ChIP-seq peak regions because of protein interaction and spatial correlation between TFs and cofactors. To capture both direct binding and indirect association of TFs with specific DNA locations, all-against-all relations are identified here between TFs and DNA-binding motifs by the reanalysis of 8027 human and 2820 mouse ChIP-seq experiments from GEO. DNA motifs were analyzed with CisFinder and then clustered using the new k-mean algorithm tailored for this kind of data. Additional clusters of motifs were found by filtering ChIP-seq peaks based on their location in promoters, enhancers, and repeat-depleted regions. The new X-TFBS compendium, which includes 1157 human and 536 mouse clusters bound by 459 orthologous human-mouse pairs of TFs, 1038 human-only, and 165 mouse-only TFs, is the largest among existing databases. Most orthologous TFs in human and mouse have nearly identical DNA-binding motifs. Clustering helps to annotate TF-binding motifs and evaluate interactions between TFs that are associated with the same motif. Visual comparison of large sets of DNA motifs is simplified by using sequence script instead of sequence logo.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 0
- Organism
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- ChIPSummitDB: A ChIP-seq-based database of human transcription factor binding sites and the topological arrangements of the proteins bound to them
Erik Czipa, Mátyás Schiller, … Endre Barta·DatabasePeer-reviewed·Nov 15, 2019
- GimmeMotifs: an analysis framework for transcription factor motif analysis
Niklas Bruse, Simon J. van Heeringen·bioRxiv·Nov 20, 2018
- UniBind: maps of high-confidence direct TF-DNA interactions across nine species
Rafael Riudavets Puig, Paul Boddie, … Anthony Mathelier·BMC GenomicsPeer-reviewed·Jun 26, 2021
- A map of direct TF-DNA interactions in the human genome
Marius Gheorghe, Geir Kjetil Sandve, … Anthony Mathelier·Nucleic Acids ResearchPeer-reviewed·Nov 20, 2018
- Identification of mammalian transcription factors that bind to inaccessible chromatin
Romana T Pop, Alessandra Pisante, … Nicolae Radu Zabet·Nucleic Acids ResearchPeer-reviewed·Jul 11, 2023
- Discovery of directional chromatin-associated regulatory motifs affecting human gene transcription
Naoki Osato·bioRxiv·Oct 6, 2020