EpiSAFARI

EpiValley: Epigenetic Valley Detection and Functional Annotation

EpiValley detects valley patterns in genome-wide epigenetic signal profiles to identify cis-regulatory elements, including enhancers and insulators, and characterize regulatory landscapes.


Key Features:

  • Sensitive Detection: Identifies valleys within histone modification and DNA methylation profiles to localize cis-regulatory elements.
  • Novel Smoothing Method: Applies signal smoothing to reduce noise from sparse signals, mappability bias, and nucleotide content variation, improving valley detection accuracy.
  • Performance and Accuracy: Detects histone modification valleys with high cross-species conservation, enriched transcription factor binding, and elevated nascent transcription activity.
  • Functional Insights: Identifies clustered histone valleys at promoters of developmentally associated genes and correlates differential valleys with cell line-specific DNase signals.
  • DNA Methylation Valleys: Detects conserved DNA methylation valleys enriched for transcription factors associated with chromatin structure.

Scientific Applications:

  • Regulatory Element Annotation: Annotates functional genomic elements by systematically identifying epigenetic valleys overlooked by conventional pipelines, supporting studies of gene regulation, developmental biology, and epigenetic modification.

Methodology:

Processes dense genome-wide epigenetic signal profiles using a computational framework that mitigates technical biases and sparsity to precisely detect and annotate regulatory valleys.

Topics

Details

Programming Languages:
C++
Added:
11/14/2019
Last Updated:
11/24/2024

Operations

Publications

Harmanci A, Harmanci AS, Swaminathan J, Gopalakrishnan V. EpiSAFARI: sensitive detection of valleys in epigenetic signals for enhancing annotations of functional elements. Bioinformatics. 2019;36(4):1014-1021. doi:10.1093/bioinformatics/btz702. PMID:31501853. PMCID:PMC7703766.

PMID: 31501853
PMCID: PMC7703766
Funding: - National Institutes of Health of The United States: 5R01NS079715