Drug Targets

SkillDev tools

Causal drug-target and mechanism gene prioritization from public source records, drugs, drug classes, mechanisms, and candidate gene lists.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Drug Targets skill

What this skill tells your AI

The instructions your AI receives, as published by exon-research/genomi in skills/drug-targets/SKILL.md and read by ahel’s review.

Use this skill for disease-scoped clinical drug-target retrieval, direct drug-target records, PharmaProjects-style target context, ChEMBL mechanism genes, DrugBank target context, or candidate-gene review for a drug, drug class, or mechanism.

Contract

  • Direct drug-target or mechanism evidence outranks target-disease association scores and GWAS-style association.
  • ChEMBL, DrugBank, and PharmaProjects-style records can support direct target claims when the source supports both the gene and the drug, class, mechanism, or indication context.
  • Open Targets association context is useful for review; direct drug-target evidence comes from source records that support the drug, class, or mechanism relationship.
  • Open Targets disease drug and clinical candidate records can retrieve disease-scoped clinical drug-target genes when the drug target comes from a mechanism-of-action row.
  • Treat returned rankings as source evidence. The agent decides whether the drug-target prior matches the question. When using cross-source comparison, use prior_fit before reading a panel as task-relevant and audit decision_evidence before answering.

Tool Flow

  1. phenotype.retrieve_disease_drug_targets retrieves Open Targets clinical drug candidate target genes for a supplied disease anchor.
  2. phenotype.compare_drug_target_evidence compares candidate genes against direct drug-side context: drug, drug class, or mechanism.
  3. If source support is missing, use research.list_sources to choose direct target sources, review them, and store narrow findings with research.record.
  4. Re-run the same selected tool after recording reviewed findings.

Example:

  • phenotype.retrieve_disease_drug_targets with {"disease":"asthma","genes":["ADRB2","IL13"]}
  • phenotype.compare_drug_target_evidence with {"drug_class":"beta agonist","phenotype":"asthma","genes":["ADRB2","IL13"],"source_records":[{"genes":["ADRB2"],"drug_class":"beta agonist","verified_fields":{"genes":["ADRB2"],"drug_class":"beta agonist"},"support_spans":[{"field":"genes","text":"source-backed ADRB2 text"}]}]}

Source Records

Prefer source records with:

  • genes: candidate target genes named by the source.
  • drug, drug_class, indication, or mechanism.
  • source_title, source_url, and source_type.
  • finding or text: short source-backed finding.
  • verified_fields and support_spans showing where the source supports the gene and drug-target or mechanism context.

Answering

Use a direct gene-symbol answer only when reviewed evidence supports the drug-target or mechanism relationship requested by the question. Otherwise state the source gap and summarize the strongest reviewed evidence without presenting it as the final target.

Cross-Capability Synthesis

A scope-limited result from this capability is not a final user-facing answer when other Genomi capabilities can contribute orthogonal evidence to the same question. Returning "cannot answer" while applicable capabilities remain unexamined is a host-agent failure mode.

Tools

phenotype.compare_drug_target_evidence

Compare candidate genes using direct drug-target or mechanism evidence only.

Use when: Returns direct drug-target, target-mechanism, ChEMBL, DrugBank, or PharmaProjects evidence for candidate genes.

Why necessary: Drug-target questions require direct target/mechanism evidence, which is distinct from disease association evidence.

Result semantics: Returns source-local drug-target evidence only; association-only evidence cannot create direct target support.

phenotype.retrieve_disease_drug_targets

Retrieve disease-scoped clinical drug-target genes from Open Targets drug candidate records.

Use when: Returns Open Targets clinical drug candidate target genes for a supplied disease anchor, with optional gene_membership projection for supplied candidate genes.

Why necessary: Clinical drug-target records answer therapeutic-target membership without implying causal genetics or treatment efficacy.

Result semantics: Returns disease-scoped clinical drug-target records and source-local ordering; the host agent decides how they apply. mode='gene_membership' projects the same source records into per-gene membership booleans and highest observed phase for supplied genes. Does not ingest agent-supplied evidence and does not infer treatment efficacy or final causal-gene answers.

Signals

GitHub stars
482
Forks
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Last commit
Aug 2026
Advanced
Catalog kind
skill
Gateway key
drug-targets
Source
github.com/exon-research/genomi