Gene Knowledge Integration
SkillDatabases & dataGiven a gene symbol (e.g. TPMT), query 3 public databases (ClinGen CAR, PharmGKB, Monarch) to obtain gene registry info, FDA drug labels, clinical annotations, and gene-phenotype associations. Save all results into a JSON file.
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the Gene Knowledge Integration skill
What this skill tells your AI
The instructions your AI receives, as published by spectrai-initiative/innoclaw in .claude/skills/gene-knowledge-integration/SKILL.md and read by ahel’s review.
Usage
1. Tool Descriptions
This skill chains 3 public genomics/pharmacogenomics database APIs sequentially to build a comprehensive pharmacogenomics profile for a given gene.
Tool 1: ClinGen CAR — Gene Registry Info
Query ClinGen Allele Registry API to get gene registration information.
API: GET https://reg.genome.network/gene?HGNC.symbol={gene_symbol}
Args:
gene_symbol (str): HGNC gene symbol (e.g. "TPMT")
Return:
Gene record (dict): Contains @id (GN id), locus (genomic coordinates),
externalRecords (HGNC id/name/symbol, NCBI gene id, MANE transcripts).
Tool 2: PharmGKB (ClinPGx) — Gene Info, FDA Labels & Clinical Annotations
Query PharmGKB ClinPGx API to get pharmacogenomics information.
API (gene): GET https://api.clinpgx.org/v1/data/gene?symbol={gene_symbol}&view=base
API (labels): GET https://api.clinpgx.org/v1/data/label?source=fda&relatedGenes.symbol={gene_symbol}&view=base
API (clin): GET https://api.clinpgx.org/v1/data/clinicalAnnotation?location.genes.symbol={gene_symbol}&view=base
Args:
gene_symbol (str): HGNC gene symbol (e.g. "TPMT")
Return:
gene: PharmGKB gene record with accession id, alternate names, cross-references.
labels: FDA drug labels mentioning this gene (drug name, source, testing level).
clinicalAnnotations: Clinical annotations linking genotype to phenotype
(level of evidence, related chemicals, phenotype categories).
Tool 3: Monarch Initiative — Gene-Phenotype Associations
Query Monarch Initiative API to get gene-to-phenotype associations.
API: GET https://api-v3.monarchinitiative.org/v3/api/entity/{hgnc_id}/biolink:GeneToPhenotypicFeatureAssociation
Args:
hgnc_id (str): HGNC identifier (e.g. "HGNC:12014" for TPMT)
Return:
items (list): Each item contains subject (gene), object (phenotype HP term),
object_label (phenotype name), evidence_types, publications.
2. Gene Knowledge Integration
Query 3 databases (ClinGen CAR → PharmGKB → Monarch) for a given gene symbol, then save all results into a single JSON file {gene_symbol}_knowledge.json.
import requests
import json
from datetime import datetime
gene_symbol = "TPMT"
results = {"query_gene": gene_symbol, "timestamp": datetime.now().isoformat()}
# ── Step 1: ClinGen CAR — 基因注册信息 ──
# 调用 ClinGen Allele Registry API,获取基因的 GN id、基因组坐标、
# HGNC/NCBI 外部记录和 MANE 转录本信息。
car_url = f"https://reg.genome.network/gene?HGNC.symbol={gene_symbol}"
car_resp = requests.get(car_url, headers={"Accept": "application/json"}, timeout=30)
car = car_resp.json()
results["clingen_car"] = car
hgnc_id = car.get("externalRecords", {}).get("HGNC", {}).get("id", "")
print(f"[ClinGen CAR] 基因={gene_symbol}, GN_id={car.get('@id','')}, HGNC={hgnc_id}")
# ── Step 2a: PharmGKB — 基因信息 ──
# 调用 PharmGKB ClinPGx API,获取基因的药物基因组学基本信息。
pgx_gene_url = f"https://api.clinpgx.org/v1/data/gene?symbol={gene_symbol}&view=base"
pgx_gene_resp = requests.get(pgx_gene_url, timeout=30)
pgx_gene = pgx_gene_resp.json()
results["pharmgkb_gene"] = pgx_gene
print(f"[PharmGKB] 基因信息获取成功")
# ── Step 2b: PharmGKB — FDA 药物标签 ──
# 查询与该基因相关的 FDA 药物标签,了解哪些药物的说明书提到了该基因。
pgx_label_url = (
f"https://api.clinpgx.org/v1/data/label"
f"?source=fda&relatedGenes.symbol={gene_symbol}&view=base"
)
pgx_labels_resp = requests.get(pgx_label_url, timeout=30)
pgx_labels = pgx_labels_resp.json()
results["pharmgkb_fda_labels"] = pgx_labels
print(f"[PharmGKB] FDA药物标签获取成功")
# ── Step 2c: PharmGKB — 临床注释 ──
# 查询该基因相关的临床注释,包含基因型-表型关联的证据等级。
pgx_clin_url = (
f"https://api.clinpgx.org/v1/data/clinicalAnnotation"
f"?location.genes.symbol={gene_symbol}&view=base"
)
pgx_clin_resp = requests.get(pgx_clin_url, timeout=30)
pgx_clin = pgx_clin_resp.json()
results["pharmgkb_clinical_annotations"] = pgx_clin
print(f"[PharmGKB] 临床注释获取成功")
# ── Step 3: Monarch — 基因表型关联 ──
# 调用 Monarch Initiative API,获取该基因关联的表型(HPO terms),
# 需要使用 Step 1 中获取的 HGNC id。
if hgnc_id:
monarch_url = (
f"https://api-v3.monarchinitiative.org/v3/api/entity/{hgnc_id}"
f"/biolink:GeneToPhenotypicFeatureAssociation"
)
monarch_resp = requests.get(monarch_url, timeout=30)
monarch = monarch_resp.json()
items = monarch.get("items", [])
results["monarch_phenotypes"] = {
"association_count": len(items),
"associations": items
}
phenotypes = [i.get("object_label", "") for i in items[:5]]
print(f"[Monarch] 表型关联数={len(items)}, 前5个={phenotypes}")
else:
results["monarch_phenotypes"] = {"error": "HGNC id not found from ClinGen CAR"}
print("[Monarch] 跳过: 未获取到 HGNC id")
# ── 保存结果到 JSON 文件 ──
output_file = f"{gene_symbol}_knowledge.json"
with open(output_file, "w", encoding="utf-8") as f:
json.dump(results, f, indent=2, ensure_ascii=False)
print(f"\n✓ 所有结果已保存: {output_file}")
Signals
- GitHub stars
- 392
- Forks
- 28
- Last commit
- Aug 2026
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