Data & ReproClinical MedicineFreedomIntelligence/OpenClaw-Medical-SkillsData & Reproduction
BI

bio-clinical-databases-gnomad-frequencies

Maintainer FreedomIntelligence · Last updated April 1, 2026

Query gnomAD for population allele frequencies to assess variant rarity. Use when filtering variants by population frequency for rare disease analysis or determining if a variant is common in the general population.

OpenClawNanoClawAnalysisReproductionbio-clinical-databases-gnomad-frequencies🧬 bioinformatics (gptomics bio-* suite)bioinformatics — clinical databases & variant analysisquery

Original source

FreedomIntelligence/OpenClaw-Medical-Skills

https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-clinical-databases-gnomad-frequencies

Maintainer
FreedomIntelligence
License
MIT
Last updated
April 1, 2026

Skill Snapshot

Key Details From SKILL.md

2 min

Key Notes

  • ht = hl.read_table('gs://gcp-public-data--gnomad/release/4.0/ht/exomes/gnomad.exomes.v4.0.sites.ht').
  • rare_ht = ht.filter(ht.freq[0].AF < 0.01).

Source Doc

Excerpt From SKILL.md

gnomAD REST API

Goal: Retrieve exome and genome allele frequencies from gnomAD for individual variants.

Approach: Send a GraphQL query to the gnomAD API with variant ID and dataset version, then parse exome/genome frequency fields.

"Check how common this variant is in the population" → Query gnomAD for allele frequency, allele count, and homozygote count.

  • Python: GraphQL via requests.post() (requests)
  • Python: myvariant.MyVariantInfo().getvariant() (myvariant)

Query via myvariant.info

Goal: Retrieve gnomAD frequencies through the myvariant.info aggregation layer for simpler API access.

Approach: Query myvariant.info by HGVS notation with gnomAD fields specified, extracting exome and genome allele frequencies.

Population-Specific Frequencies

Goal: Retrieve ancestry-specific allele frequencies to assess variant rarity within relevant populations.

Approach: Query the gnomAD population-stratified AF fields (AFR, AMR, ASJ, EAS, FIN, NFE, SAS) via myvariant.info.

Use cases

  • Use when filtering variants by population frequency for rare disease analysis or determining if a variant is common in the general population.

Not for

  • Do not rely on this catalog entry alone for installation or maintenance details.

Upstream Related Skills

  • myvariant-queries - Aggregated queries including gnomAD
  • variant-prioritization - Filter by frequency thresholds
  • population-genetics/population-structure - Population stratification analysis

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