ChIP-AP: an integrated analysis pipeline for unbiased ChIP-seq analysis

Brief Bioinform. 2022 Jan 17;23(1):bbab537. doi: 10.1093/bib/bbab537.

Abstract

Chromatin immunoprecipitation coupled with sequencing (ChIP-seq) is a technique used to identify protein-DNA interaction sites through antibody pull-down, sequencing and analysis; with enrichment 'peak' calling being the most critical analytical step. Benchmarking studies have consistently shown that peak callers have distinct selectivity and specificity characteristics that are not additive and seldom completely overlap in many scenarios, even after parameter optimization. We therefore developed ChIP-AP, an integrated ChIP-seq analysis pipeline utilizing four independent peak callers, which seamlessly processes raw sequencing files to final result. This approach enables (1) better gauging of peak confidence through detection by multiple algorithms, and (2) more thoroughly surveys the binding landscape by capturing peaks not detected by individual callers. Final analysis results are then integrated into a single output table, enabling users to explore their data by applying selectivity and sensitivity thresholds that best address their biological questions, without needing any additional reprocessing. ChIP-AP therefore presents investigators with a more comprehensive coverage of the binding landscape without requiring additional wet-lab observations.

Keywords: ChIP-seq; automated analysis pipeline; histone mark; integrated analysis pipeline; multiple peak callers; transcription factor binding.

Publication types

  • Research Support, N.I.H., Extramural
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Algorithms
  • Benchmarking
  • Cell Line
  • Chromatin Immunoprecipitation
  • Chromatin Immunoprecipitation Sequencing*
  • Oligonucleotide Array Sequence Analysis / methods*
  • Sequence Analysis, DNA / methods*
  • Software
  • Transcription Factors

Substances

  • SALL4 protein, human
  • Transcription Factors