nutrigenomics

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• SKILL.md

SKILL.md (first lines)

# Nutrigenomics

Use this skill when the user asks how a germline variant affects nutrient
metabolism, food tolerance, or taste perception within declared domains:

- folate metabolism
- vitamin D status
- iron storage
- lactose tolerance
- lipid diet response (APOE e2/e3/e4)
- obesity predisposition (single-marker context only)

## Out of scope — refuse, do not approximate

Do NOT use this skill for, and DO surface as refusals:

- Macronutrient ratio prescriptions ("eat X% fat because of your APOE")
- Specific supplement dosing recommendations
- Weight-loss outcome prediction from genotype
- Diet-matching to genotype for fitness goals
- Microbiome-mediated dietary effects
- "Methylation cycle" prescriptions beyond folate marker context
- General health-outcome prediction from a small marker set
- "Detox capacity" framings
- Food allergy risk prediction
- Vitamin megadose prescriptions

The capability returns `coverage_status: out_of_scope_for_input` for these
domain ids. Treat the refusal literally — do not reach for adjacent records
that look similar.

## Contract

- Reads public catalogue metadata only; does not read an Active Genome Index.
- For scanning an active genome, compose with
  `active_genome_index.classify_genotype_support` using the variant
  coordinates carried in each record.
- For stratified allele frequencies, call `gnomad.fetch_population_frequency`.
- For primary GWAS effect sizes, call `gwas.compare_variant_associations`
  using the `gwas_catalog_id` carried in each record's
  `downstream_traits_with_gwas`.

> **Convention:** See `skills/conventions/context-routing.md`.
> **Convention:** See `skills/conventions/evidence-quality.md`.
> **Convention:** See `skills/_output-rules.md`.

## First Actions

1. If the request is shaped like a diet prescription, supplement dosing,
   weight-loss prediction, or any item in the out-of-scope list, refuse
   first. Do not call retrieval tools.
2. Use `nutrigenomics.list_domains` to confirm the relevant domain is
   declared and to inspect evidence-tier counts before drilling in.
3. Use `nutrigenomics.build_source_context` when grounding a discussion in
   provenance is needed — e.g. when a user asks where the records come from
   or why diet prescriptions are out of scope.
4. Use `nutrigenomics.retrieve_domain_markers` with the validated
   `domain_id`. Default `min_evidence_tier="established"`. Loosen to
   `"probable"` only when the question explicitly invites less-replicated
   evidence.
5. Use `nutrigenomics.retrieve_variant_records` when the agent already has
   an rsID and wants to know which declared domains reference it.

## Interpretation Rules

- Each record carries `out_of_scope_claims`. Surface these as explicit
  disclaimers — do not paraphrase around them.
- `evidence_tier` is literal. An `emerging` record is not equivalent to an
  `established` one; hedge in any agent-generated text accordingly.
- Single-marker evidence does not substitute for measured lab values
  (serum 25(OH)D, ferritin/transferrin saturation, homocysteine, lipid panel)
  when clinical decisions are at stake.
- Absence of a marker from the catalogue is not evidence of negligible effect
  — the catalogue is intentionally small and curated.

## User-Facing Answer Shape

Do not add a routine Active Genome Index status line for these public catalogue
tools. For each cited marker:

- Variant identifier (rsID + gene)
- Established effect (single sentence)
- Evidence tier
- One or two of the most relevant `out_of_scope_claims` as disclaimers
- The single most relevant lab measurement that should accompany the marker
  (when applicable: homocysteine for MTHFR, 25(OH)D for vitamin D markers,
  ferritin + transferrin saturation for HFE)

## 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

### nutrigenomics.build_source_context

Explain nutrigenomic catalogue provenance, domain definitions, evidence-tier meanings, method limitations, and the non-prescription boundary.

**Use when**: The user or agent asks what the nutrigenomics catalogue is, where the records come from, what evidence tiers mean, or why the capability refuses diet prescriptions.

**Why necessary**: Nutrigenomic language is easy to overstate. Explicit source context grounds the agent in the boundary before it interprets records.

**Not for**: Returning marker records; use nutrigenomics.retrieve_domain_markers or nutrigenomics.retrieve_variant_records.

**Example prompts**: Explain the source and limitations of Genomi's nutrigenomic catalogue.

**Result semantics**: Public metadata only. Returns capability provenance, declared domains, evidence-tier definitions, out-of-scope-by-construction items, and the non-prescription boundary note.

### nutrigenomics.list_domains

List declared nutrigenomic domains with evidence-tier coverage and explicit out-of-scope-by-construction notes.

**Use when**: The user asks what nutrigenomic domains Genomi covers, or the host agent needs to validate that a domain is in scope before retrieving markers.

**Why necessary**: Nutrigenomics is a pseudoscience-prone domain. Listing declared domains and explicit out-of-scope-by-construction items lets the agent refuse out-of-scope questions before reaching for marker records.

From yo-steven/genomi-exploration-20260613, Apache-2.0.

More from yo-steven/genomi-exploration-20260613