Pathway enrichment
Skill Alim430/bioresearch-agent/skills/biomedical/pathway-enrichment
Run pathway enrichment (hypergeometric KEGG / GO) via the BioResearch Agent biomarker workflow, which performs enrichment after differential expression. Use when the user asks for pathway, GO, or KEGG enrichment analysis for a disease or a gene set.From its SKILL.md
npx -y skills add Alim430/bioresearch-agent --skill pathway-enrichmentAssembled from the repository path, not quoted from the project. Check it against their README if it does not work.
One thing to look at
- 1 stars1 stars. Stars are a popularity signal and not a quality one, but at this level it is likely that nobody has read this closely except its author, and you would be relying on your own review.
SKILL.md
1.1 KB, 211 tokens by cl100k_base, as published. Nobody here has run it
BioResearch Agent — Pathway Enrichment Skill
Capability
Runs pathway / GO / KEGG enrichment. In the framework this is stage 2 of the biomarker
workflow: it takes the differentially expressed genes and tests them against KEGG pathways and GO
terms with a hypergeometric test.
Run
bioresearch run biomarker --disease "Parkinson's disease"
(Invokes the biomarker workflow; enrichment is produced in stage 2.)
Outputs (in outputs/biomarker/)
biomarker_pathway_enrichment.csv— enriched pathways / GO terms with p-values
Note
There is no standalone pathway-enrichment CLI command — enrichment is computed inside the
biomarker workflow. This skill is a focused entry point that triggers that workflow when the
user's intent is specifically pathway / GO / KEGG enrichment. It adds no statistics of its
own.
What ships with it
Read from the repository
Just SKILL.md. No reference files, no scripts.
Gives 0 of the 12 instructions most healthcare skills give in 211 tokens
Counted across 147 of the 152 authors here whose files we hold, read 2026-08-07
- Export trial data to CSV formatin 11 of 147, across 2 files
- Retrieve trial details using an NCT IDin 11 of 147, across 2 files
- Split clinical datasets strictly by patientin 11 of 147, across 3 files
- Use the ClinicalTrials.gov API v2in 10 of 147, across 1 file
- Search trials by condition, drug, location, status or phasein 10 of 147, across 1 file
- Use maximum page size for bulk data retrievalin 10 of 147, across 1 file
- Extract and summarize key study informationin 10 of 147, across 1 file
- Combine multiple filters for targeted searchesin 10 of 147, across 1 file
- Print and review dataset statistics before modelingin 8 of 147, across 1 file
- Start model development with simple baselinesin 8 of 147, across 1 file
- Match preprocessing processors directly to data typesin 8 of 147, across 1 file
- Monitor validation metrics for task type and class imbalancein 8 of 147, across 1 file
Said here and by no other author read
- run the biomarker workflow for enrichment
Grouped from the skills themselves: near-identical wordings counted once, and counted by distinct author, so one author publishing three of these counts once. Length counted with cl100k_base; the agent that loads this file may tokenize it differently.