ChIP Seq

SkillAI & models

ChIP-seq peak calling and downstream interpretation with MACS3, signal track export, annotation, motif analysis, and differential binding review.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the ChIP Seq skill

What this skill tells your AI

The instructions your AI receives, as published by biotender-max/awesome-bio-agent-skills in skills/bioclaw/chip-seq/SKILL.md and read by ahel’s review.

Version Compatibility

Reference examples assume:

  • macs3 3.0+
  • samtools 1.18+
  • deepTools 3.5+

Before using commands, verify the installed environment:

  • CLI: macs3 --version, samtools --version, bamCoverage --version
  • If flags differ, inspect --help and adapt rather than forcing the example unchanged.

Overview

Use this skill for:

  • narrow or broad peak calling
  • input-normalized signal tracks
  • peak annotation
  • motif follow-up
  • differential binding review when replicates exist

When To Use This Skill

  • the user has aligned ChIP and optional input BAM files
  • the deliverable includes peaks, browser tracks, or motif results
  • the assay is TF ChIP or histone-mark ChIP and needs standard peak-centric processing

Quick Route

  • TF or narrow marks: use narrow peak mode first.
  • H3K27me3, H3K36me3, or other broad marks: use --broad.
  • Paired-end BAM: prefer -f BAMPE.
  • No input control: still possible, but report the limitation explicitly.

Progressive Disclosure

Prerequisites

RequirementNarrow TF-styleBroad histone-style
usable uniquely mapped reads>= 10M>= 20M
matched input recommendedyesyes
biological replicates recommended>= 2>= 2

Expected Inputs

  • chip.bam
  • input.bam when available
  • reference genome build
  • chromosome sizes if bigWig export is needed

Expected Outputs

  • results/peaks/sample_peaks.narrowPeak or .broadPeak
  • results/peaks/sample_summits.bed
  • results/tracks/sample_treat_pileup.bw
  • results/annotation/peak_annotation.tsv
  • qc/chip_qc_summary.tsv

Starter Pattern

macs3 callpeak \
  -t chip.bam \
  -c input.bam \
  -f BAMPE \
  -g hs \
  -n sample \
  -q 0.01 \
  --outdir results/peaks

Key Parameters

ParameterTypical valueMeaning
-fBAM or BAMPEpaired-end should use BAMPE
-ghs, mm, or numericeffective genome size
-q0.01 or 0.05FDR cutoff for narrow peaks
--broadbroad marks onlybroad peak mode
--broad-cutoff0.1broad-peak FDR cutoff
-B --SPMRenabled for tracksbedGraph for normalized signal

Workflow

1. Validate BAMs and replicate structure

Check:

  • mapped read counts
  • duplicate burden
  • whether input control exists
  • whether the mark is narrow or broad

2. Call peaks with MACS3

  • narrow marks: -q 0.01 is a good starting point
  • broad marks: use --broad --broad-cutoff 0.1
  • paired-end: -f BAMPE

3. Export signal tracks

Use -B --SPMR, sort the resulting bedGraph, then convert to bigWig for browser use.

4. Annotate and inspect peaks

Map peaks to promoters, gene bodies, or distal intervals and review top loci in a genome browser or track plot.

5. Run motif or differential follow-up

Only after peak quality looks credible and replicate structure supports the downstream question.

Output Artifacts

results/
├── peaks/
│   ├── sample_peaks.narrowPeak
│   ├── sample_summits.bed
│   └── sample_model.r
├── tracks/
│   ├── sample_treat_pileup.bdg
│   └── sample_treat_pileup.bw
└── annotation/
    └── peak_annotation.tsv
qc/
└── chip_qc_summary.tsv

Quality Review

  • TF ChIP-seq FRiP:
    • < 0.01 poor
    • 0.01-0.05 usable but weak
    • > 0.05 generally solid
  • Histone broad-mark FRiP often differs; compare within assay type rather than against TF expectations.
  • Use replicate concordance when available. Do not trust a single noisy replicate just because peaks were called.
  • Check that top peaks occur in plausible loci and not only blacklisted or artifactual regions.

Anti-Patterns

  • treating broad and narrow marks with the same peak-calling setup
  • calling peaks on unsorted or low-quality BAMs
  • presenting motif hits without showing peak quality
  • hiding that no input control was available

Related Skills

  • ATAC Seq
  • Methylation Analysis
  • Gene Regulatory Networks

Optional Supplements

  • deeptools
  • pysam

Signals

GitHub stars
178
Forks
32
Last commit
Jul 2026
Advanced
Catalog kind
skill
Gateway key
chip-seq
Source
github.com/biotender-max/awesome-bio-agent-skills