Identification of transcription factor binding sites using ATAC-seq
RWTH Aachen University · Goethe University Frankfurt · +3 more institutions
Abstract
Transposase-Accessible Chromatin followed by sequencing (ATAC-seq) is a simple protocol for detection of open chromatin. Computational footprinting, the search for regions with depletion of cleavage events due to transcription factor binding, is poorly understood for ATAC-seq. We propose the first footprinting method considering ATAC-seq protocol artifacts. HINT-ATAC uses a position dependency model to learn the cleavage preferences of the transposase. We observe strand-specific cleavage patterns around transcription factor binding sites, which are determined by local nucleosome architecture. By incorporating all these biases, HINT-ATAC is able to significantly outperform competing methods in the prediction of…
Citation impact
- FWCI
- 24.44
- Percentile
- 100%
- References
- 67
Authors
6- ZLZhijian LiCorresponding
RWTH Aachen University
- MHMarcel H. Schulz
Goethe University Frankfurt, Max Planck Institute for Informatics, German Centre for Cardiovascular Research, Saarland University
- TLThomas Look
RWTH Aachen University
- MBMatthias Begemann
RWTH Aachen University
- MZMartin Zenke
RWTH Aachen University
Topics & keywords
- Footprinting
- Transcription factor
- Biology
- Chromatin
- Computational biology
- Cleavage (geology)
- Transposase
- Nucleosome