Install
$ agentstack add skill-cheatthegod-biohermes-chip-seq ✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.
Security review
✓ PassedNo issues found. Passed automated security review. · v0.1.0 How review works →
- ✓ Prompt-injection patterns
- ✓ Secret / credential exfiltration
- ✓ Dangerous shell & filesystem operations
- ✓ Untrusted network calls
- ✓ Known-malicious package signatures
What it can access
- ✓ Network access No
- ✓ Filesystem access No
- ✓ Shell / process execution No
- ✓ Environment & secrets No
- ✓ Dynamic code execution No
From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.
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Reliability & compatibility
Declared compatibility
Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.
We're building live execution health for every listing: tool-call success rate, median latency, uptime, and last-checked timestamps, measured, not self-reported. It isn't live yet, so we don't show numbers we can't stand behind.
How agent discovery & health will work →About
ChIP Seq
Version Compatibility
Reference examples assume:
macs33.0+samtools1.18+deepTools3.5+
Before using commands, verify the installed environment:
- CLI:
macs3 --version,samtools --version,bamCoverage --version - If flags differ, inspect
--helpand 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
- Read [technicalreference.md](technicalreference.md) for QC gates, narrow-versus-broad logic, and replicate handling.
- Read [commandsandthresholds.md](commandsandthresholds.md) for MACS3 commands, parameter defaults, and output file conventions.
Prerequisites
| Requirement | Narrow TF-style | Broad histone-style | |---|---:|---:| | usable uniquely mapped reads | >= 10M | >= 20M | | matched input recommended | yes | yes | | biological replicates recommended | >= 2 | >= 2 |
Expected Inputs
chip.baminput.bamwhen available- reference genome build
- chromosome sizes if bigWig export is needed
Expected Outputs
results/peaks/sample_peaks.narrowPeakor.broadPeakresults/peaks/sample_summits.bedresults/tracks/sample_treat_pileup.bwresults/annotation/peak_annotation.tsvqc/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
| Parameter | Typical value | Meaning | |---|---|---| | -f | BAM or BAMPE | paired-end should use BAMPE | | -g | hs, mm, or numeric | effective genome size | | -q | 0.01 or 0.05 | FDR cutoff for narrow peaks | | --broad | broad marks only | broad peak mode | | --broad-cutoff | 0.1 | broad-peak FDR cutoff | | -B --SPMR | enabled for tracks | bedGraph 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 0.01is 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:
0.05generally 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
deeptoolspysam
Source & license
This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.
- Author: cheatthegod
- Source: cheatthegod/BioHermes
- License: MIT
Install and usage instructions live in the source repository linked above.
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Versions
- v0.1.0 Imported from the upstream source.