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gnomad-variantslisted

Query gnomAD (Genome Aggregation Database) for population allele frequencies, gene constraint scores, and variant annotations to interpret ENCODE regulatory variants. Use when the user needs allele frequencies for variants in ENCODE regulatory elements, wants to assess gene constraint (pLI, LOEUF) for ENCODE target genes, needs population-specific frequencies for GWAS variants overlapping cCREs, wants to filter variants by rarity before functional annotation, or is interpreting ENCODE CRISPR/MPRA results in the context of population genetics. Also use when the user mentions gnomAD, allele frequency, pLI, LOEUF, constraint, rare variants, population frequency, ExAC, or variant filtering.
ammawla/encode-toolkit · ★ 35 · AI & Automation · score 79
Install: claude install-skill ammawla/encode-toolkit
# Query gnomAD for Population Variant Data ## When to Use - User wants to check population allele frequencies for variants in ENCODE regulatory regions - User asks about "gnomAD", "allele frequency", "population genetics", "gene constraint", or "variant frequency" - User needs to filter regulatory variants by rarity (common vs rare) using population data - User wants to assess gene constraint (pLI, LOEUF) for targets identified from ENCODE ChIP-seq - Example queries: "check gnomAD frequency for variants in my peaks", "is this regulatory variant rare?", "what's the constraint score for CTCF?" Annotate ENCODE-identified regulatory variants with population allele frequencies and gene constraint scores from the Genome Aggregation Database. ## Scientific Rationale **The question**: "How common is this variant in the population, and how constrained is the gene it regulates?" ENCODE identifies regulatory elements and the variants within them, but does not provide population frequency data. gnomAD (v4.1: 807,162 individuals, 730,947 exomes + 76,215 genomes) fills this gap — enabling researchers to distinguish common regulatory variants (likely benign or with modest effect) from rare variants (potentially pathogenic or high-impact). ### Why gnomAD + ENCODE Together | ENCODE Provides | gnomAD Provides | Combined Insight | |----------------|----------------|------------------| | Variant overlaps cCRE (dELS) | AF = 0.0001 (rare) | Rare variant disrupting an enhancer → high priori