agentsclimarketplace

Pydeseq2 differential expression starter

Skill ma-compbio-lab/SkillFoundry/skills/transcriptomics/pydeseq2-differential-expression-starter

A framework for discovering, compiling, and validating reusable skills for scientific agents.

Install
npx -y skills add ma-compbio-lab/SkillFoundry --skill pydeseq2-differential-expression-starter

Assembled from the repository path, not quoted from the project. Check it against their README if it does not work.

SKILL.md

1.3 KB, 299 tokens by cl100k_base, as published. Nobody here has run it

PyDESeq2 Differential Expression Starter

Use this skill to run a deterministic toy bulk RNA-seq differential-expression pass with PyDESeq2 and summarize the ranked genes.

What it does

  • Loads a tiny count matrix and sample-condition table.
  • Fits a DESeq2-style model with PyDESeq2.
  • Runs the Wald test for the requested contrast.
  • Returns compact JSON with the top adjusted-p-value hits and effect sizes.

When to use it

  • You need a minimal local bulk RNA-seq differential-expression starter in Python.
  • You want a verified template for PyDESeq2 counts, metadata, and contrast handling.

Example

slurm/envs/transcriptomics/bin/python skills/transcriptomics/pydeseq2-differential-expression-starter/scripts/run_pydeseq2_differential_expression.py \
  --counts skills/transcriptomics/pydeseq2-differential-expression-starter/examples/toy_counts.tsv \
  --metadata skills/transcriptomics/pydeseq2-differential-expression-starter/examples/toy_metadata.tsv \
  --out scratch/pydeseq2/differential_expression_summary.json

Verification

  • Skill-local tests: python3 -m unittest discover -s skills/transcriptomics/pydeseq2-differential-expression-starter/tests -p 'test_*.py'
  • Repository smoke: python3 -m unittest tests.smoke.test_phase24_frontier_closure_skills -v

Keep looking

Skills are one crate of 328,083. Ordering is by how many stacks a row turns up in, so the top of any crate is what has actually been picked rather than what has the most stars.