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Identification of transcription factor binding sites using ATAC-seq.


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 transcription factor binding sites with footprints.

SUBMITTER: Li Z 

PROVIDER: S-EPMC6391789 | biostudies-literature | 2019 Feb

REPOSITORIES: biostudies-literature

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Identification of transcription factor binding sites using ATAC-seq.

Li Zhijian Z   Schulz Marcel H MH   Look Thomas T   Begemann Matthias M   Zenke Martin M   Costa Ivan G IG  

Genome biology 20190226 1


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 pattern  ...[more]

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