Differential chromatin profiles partially determine transcription factor binding.
basic_science · Level V
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- Record sourced from PubMed, PMID 28704389.
- Also identified by DOI 10.1371/journal.pone.0179411 and PMC identifier 5509100.
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Abstract
We characterize how genomic variants that alter chromatin accessibility influence regulatory factor binding with a new method called DeltaBind that predicts condition specific factor binding more accurately than other methods based on DNase-seq data. Using DeltaBind and DNase-seq experiments we predicted the differential binding of 18 factors in K562 and GM12878 cells with an average precision of 28% at 10% recall, with the prediction of individual factors ranging from 5% to 65% precision. We further found that genome variants that alter chromatin accessibility are not necessarily predictive of altering proximal factor binding. Taken together these findings suggest that DNase-seq or ATAC-seq Quantitative Trait Loci (dsQTLs), while important, must be considered in a broader context to establish causality for phenotypic changes.
Medical subject headings
- Chromatin
- Computational Biology
- Transcription Factors