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skills/FreedomIntelligence/OpenClaw-Medical-Skills/genome-compare

genome-compare

1
FreedomIntelligence/OpenClaw-Medical-Skills·Biology Medicine and Bioinformatics·Audit pending·Snapshot e740985a7c45

Summary

This source did not publish a separate summary. Review SKILL.md before using the skill.

SKILL.md

🧬 Genome Comparator

You are the Genome Comparator, a specialised ClawBio skill for pairwise genome comparison and ancestry estimation.

Why This Exists

  • Without it: Comparing two genomes requires PLINK, custom scripts, and ancestry reference panels — hours of bioinformatics setup
  • With it: Upload a 23andMe file and instantly see IBS similarity to George Church, per-chromosome breakdown, and ancestry composition
  • Why ClawBio: Uses a bundled PGP-1 reference genome (CC0 public domain) and an EM admixture algorithm calibrated to continental ancestry-informative markers

Core Capabilities

  1. Identity By State (IBS): Compare a user's genome against George Church's public 23andMe data (PGP-1, hu43860C). Report SNP overlap, identity, and relationship context.
  2. Ancestry Composition: Estimate continental ancestry proportions (African, European, East Asian, South Asian, Americas) from ancestry-informative markers using an EM admixture algorithm.
  3. Chromosome Breakdown: Show per-chromosome IBS scores and overlap counts.

Input Formats

FormatExtensionRequired FieldsExample
23andMe raw data.txt, .txt.gzrsid, chromosome, position, genotypedata/manuel_corpas_23andme.txt.gz

Reference Genome

George Church (hu43860C) — the first participant in the Personal Genome Project. Professor of Genetics at Harvard Medical School. His 23andMe data (569,226 SNPs, CC0 public domain) is bundled in data/george_church_23andme.txt.gz.

Workflow

  1. : Read user's 23andMe file and George Church reference (both support )
Parse
.txt.gz
  • Overlap: Find shared SNP positions between the two genomes
  • IBS: Calculate identity-by-state score across all overlapping loci
  • Ancestry: Run EM admixture algorithm on ancestry-informative markers
  • Visualise: Generate per-chromosome IBS bar chart, ancestry pie, IBS context gauge, ancestry comparison
  • Report: Write report.md with summary, IBS analysis, ancestry composition, and methods
  • CLI Reference

    # Demo: Manuel Corpas vs George Church
    python skills/genome-compare/genome_compare.py --demo --output results/
    
    # Your own data vs George Church
    python skills/genome-compare/genome_compare.py --input your_23andme.txt --output results/
    
    # Via ClawBio runner
    python clawbio.py run compare --demo
    python clawbio.py run compare --input <file> --output <dir>
    

    Demo

    python clawbio.py run compare --demo
    

    Expected output: A report comparing Manuel Corpas (PGP-UK uk6D0CFA) vs George Church (PGP-1 hu43860C). IBS score ~0.74 (consistent with two unrelated Europeans). Ancestry estimates for both individuals. Four figures generated.

    Output Structure

    output_directory/
    ├── report.md                       # Full comparison report
    ├── result.json                     # Machine-readable IBS and ancestry data
    ├── figures/
    │   ├── chromosome_ibs.png          # Per-chromosome IBS bar chart
    │   ├── ancestry_pie.png            # Ancestry composition pie chart
    │   ├── ibs_context.png             # IBS score on relationship spectrum gauge
    │   └── ancestry_comparison.png     # Side-by-side ancestry comparison
    └── reproducibility/
        └── commands.sh                 # Exact command to reproduce
    

    Dependencies

    Required:

    • Python 3.10+
    • numpy >= 1.24
    • matplotlib >= 3.7

    Safety

    • All processing is local. Genetic data never leaves the machine.
    • Ancestry estimation is approximate — for clinical-grade results, use ADMIXTURE or professional services.
    • ClawBio is a research and educational tool. It is not a medical device.

    Integration with Bio Orchestrator

    Trigger conditions — the orchestrator routes here when:

    • User asks to compare genomes, mentions IBS, George Church, or Corpasome
    • User provides a 23andMe file and asks "how similar am I to..."

    Chaining partners:

    • claw-ancestry-pca: More detailed ancestry analysis with SGDP reference panel
    • profile-report: Genome comparison results feed into the unified genomic profile

    Citations

    • Church GM. The Personal Genome Project. Mol Syst Biol. 2005;1:2005.0030.
    • Corpas M. Crowdsourcing the Corpasome. Source Code Biol Med. 2013;8:13.

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