runchuan-bu/bioclaw/query-clinvar

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Query ClinVar for clinical variant significance. Use when user asks about variant pathogenicity, genetic variants, clinical significance, or disease-causing mutations. Triggers on "clinvar", "pathogenic", "variant significance", "clinical significance", "disease variant", "mutation pathogenicity".

Install

npx vskill@latest install runchuan-bu/bioclaw/query-clinvar

SKILL.md

ClinVar Clinical Variant Database

Query NCBI ClinVar for clinical significance of genetic variants.

When to Use

  • User asks if a variant is pathogenic
  • User wants to find known pathogenic variants in a gene
  • User asks about clinical significance of SNPs
  • User wants variant-disease associations

How to Execute

python
from Bio import Entrez
import json
Entrez.email = "bioclaw@example.com"
# 1. Search ClinVar
def search_clinvar(query, max_results=10):
handle = Entrez.esearch(db="clinvar", term=query, retmax=max_results)
record = Entrez.read(handle)
handle.close()
return record
# 2. Fetch variant details
def fetch_clinvar(id_list):
ids = ",".join(str(i) for i in id_list)
handle = Entrez.efetch(db="clinvar", id=ids, rettype="vcv", retmode="xml")
result = handle.read()
handle.close()
return result
# 3. Summary for ClinVar IDs
def clinvar_summary(id_list):
ids = ",".join(str(i) for i in id_list)
handle = Entrez.esummary(db="clinvar", id=ids, retmode="json")
result = json.loads(handle.read())
handle.close()
return result
# Example: Find pathogenic BRCA1 variants
search = search_clinvar("BRCA1[gene] AND clinsig_pathogenic[prop]", max_results=5)
print(f"Total pathogenic BRCA1 variants: {search['Count']}")
if search['IdList']:
summaries = clinvar_summary(search['IdList'])
for uid in search['IdList']:
info = summaries['result'].get(str(uid), {})
title = info.get('title', 'N/A')
clinical_sig = info.get('clinical_significance', {}).get('description', 'N/A')
genes = info.get('genes', [{}])
gene = genes[0].get('symbol', 'N/A') if genes else 'N/A'
print(f"\nVariant: {title}")
print(f"Gene: {gene}")
print(f"Clinical significance: {clinical_sig}")

Common Search Patterns

  • Pathogenic variants in gene: BRCA1[gene] AND clinsig_pathogenic[prop]
  • By rsID: rs6025[rsid]
  • By disease: "breast cancer"[dis] AND clinsig_pathogenic[prop]
  • By chromosome region: 17[chr] AND 43000000:44000000[chrpos37]
  • Germline variants: BRCA1[gene] AND origin_germline[prop]

Clinical Significance Categories

  • Pathogenic, Likely pathogenic, Uncertain significance, Likely benign, Benign

Follow-up Suggestions

  • "Want me to check the allele frequency in gnomAD?"
  • "Should I look up this variant in Ensembl for more context?"
  • "Want me to find all pathogenic variants in this gene?"

Security

  • Security scanPassed, 100 of 100Pattern checks on the skill's files.
  • Model reviewNot runA model review is scheduled for the next rescan.

Quality evaluation

  • Task evaluationNot runNo evaluation yet. Run one in Skill Studio.

Source

Popularity

Repository stars
384
Repository forks
48
7-day trend score
30

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