Methylation clock

Methylation Clock

Domain Decisions

Epigenetic age workflows are difficult to reproduce because preprocessing and clock inputs differ across tools and publications. This skill standardizes a PyAging-first pipeline from ingestion to report generation, with explicit reproducibility outputs.

Core Capabilities

1. Accepts exactly one input source: GEO accession (--geo-id) or local methylation file (--input).
2. Applies notebook-aligned preprocessing (female derivation and EPICv2 aggregation by default).
3. Converts tabular data to AnnData and runs one or more methylation clocks.
4. Exports predictions, missing-feature diagnostics, metadata, figures, and reproducibility artifacts.

Input Contract

• Exactly one input source:
  • GEO accession with --geo-id (example: GSE139307)
  • Local file with --input (.pkl, .pickle, .csv, .tsv, .csv.gz, .tsv.gz)
• Required output directory via --output
• Optional clock list via --clocks

Demo And Usage

Demo fixture provenance and checksum are documented in skills/methylation-clock/data/PROVENANCE.md.

Install optional methylation-clock dependency (not part of the global base requirements):

pip install pyaging>=0.1

# Demo
python skills/methylation-clock/methylation_clock.py \
  --input skills/methylation-clock/data/GSE139307_small.csv.gz \
  --output /tmp/methylation_clock_demo

# GEO input
python skills/methylation-clock/methylation_clock.py \
  --geo-id GSE139307 \
  --output /tmp/methylation_clock_geo

# Local methylation file
python skills/methylation-clock/methylation_clock.py \
  --input my_methylation.pkl \
  --clocks Horvath2013,AltumAge,PCGrimAge,GrimAge2,DunedinPACE \
  --output /tmp/methylation_clock_local

Output Structure

methylation_clock_report/
├── report.md
├── figures/
│   ├── clock_distributions.png
│   └── clock_correlation.png
├── tables/
│   ├── predictions.csv
│   ├── prediction_summary.csv
│   ├── missing_features.csv
│   └── clock_metadata.json
└── reproducibility/
    ├── commands.sh
    ├── environment.yml
    └── checksums.sha256

Safety Rules

1. ClawBio is local-first: user methylation data must remain on-device.
2. The skill refuses non-empty output directories to avoid silent overwrite.
3. Reports must include this disclaimer: "ClawBio is a research and educational tool. It is not a medical device and does not provide clinical diagnoses. Consult a healthcare professional before making any medical decisions."

Agent Boundary

1. Route methylation clock requests to skills/methylation-clock/methylation_clock.py.
2. Do not infer clinical diagnosis or treatment from clock estimates.
3. Trigger terms include: epigenetic age, methylation clock, Horvath, GrimAge, DunedinPACE, GEO, GSE.
4. Valid downstream chaining: rnaseq-de for transcriptomic-aging contrasts and equity-scorer for cohort context.