ABC

ABC identifies allele-specific binding (ASB) of transcription factors at heterozygous single nucleotide variants (SNVs) using aligned ChIP-Seq reads to detect functional non-coding variants that modulate transcription factor–chromatin interactions.


Key Features:

  • Allele-Specific Binding Detection: Identifies differences in transcription factor binding at heterozygous SNVs using aligned ChIP-Seq reads.
  • Bias Control Mechanism: Incorporates methods to control for biases introduced by short-read ChIP-Seq data to reduce false-positive ASB calls.
  • Statistical ASB Inference: Employs statistical methods to distinguish true ASB events from background noise.
  • Scalability: Scales to process large numbers of heterozygous SNVs for high-throughput genomic studies.
  • Validation with Known Variants: Validated against characterized functional SNVs such as rs4784227, which modulates FOXA1 binding and is associated with breast cancer.

Scientific Applications:

  • Elucidating Gene Regulation: Detects allele-specific transcription factor binding events to reveal how non-coding SNVs influence regulatory element function and gene expression.
  • Disease Association Studies: Identifies functional regulatory variants that can be linked to disease risk, exemplified by variants associated with cancer.
  • Transcription Factor Binding Analysis: Characterizes allele-resolved transcription factor binding landscapes to study chromatin dynamics and epigenetic regulation.

Methodology:

Uses aligned ChIP-Seq reads to detect allele-specific differences in transcription factor binding at heterozygous SNVs; employs statistical methods to distinguish true ASB events from background noise and accounts for biases introduced by short-read sequencing; requires PERL (≥5.18.1), R (≥3.1.1), and the PERL Statistics::R module.

Topics

Details

Tool Type:
command-line tool
Operating Systems:
Linux, Mac
Programming Languages:
Perl
Added:
8/3/2017
Last Updated:
11/25/2024

Operations

Publications

Bailey SD, Virtanen C, Haibe-Kains B, Lupien M. ABC: a tool to identify SNVs causing allele-specific transcription factor binding from ChIP-Seq experiments. Bioinformatics. 2015;31(18):3057-3059. doi:10.1093/bioinformatics/btv321. PMID:25995231. PMCID:PMC4668780.

Documentation

Links