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Models / Pharmacogenomics

Research

From DNA variant to the right medicine.

Cogenics maps a patient's DNA variants to how they will respond to a medicine — grounded in CPIC prescribing guidelines and ClinVar, and built to run as a small specialized model.

Why it exists

Problems we are solving

Matching DNA variants to medicines takes scarce experts.

Cogenics turns variant-to-drug interpretation into a query, grounded in published prescribing guidelines.

Genotype-guided prescribing works, but does not scale.

A Lancet study of 7,000 patients found it cut adverse drug reactions by about 30%. Cogenics is built to make that guidance available beyond specialist centres.

Grounding

CPIC prescribing guidelines define what a correct answer is; ClinVar is the reference variant dataset. Every variant-to-drug association is validated against these sources before it becomes training material.

How it is measured

Following the PGxAI Andromeda validation template: blinded expert review plus guideline-adherence scoring, with gene-drug pair coverage tracked alongside accuracy.

What it does

Grounded in the guidelines.

Variant to medicine

Maps DNA variants to medicine compatibility and expected response.

Guideline-grounded

Answers trace back to CPIC prescribing guidelines, not to model intuition.

Validated sources

Variant-to-drug associations are checked against ClinVar before training.

Small and local

A specialized model that serves through Ember on hardware you control.

Process

How it is built

  1. Validate

    Variant-to-drug associations are checked against CPIC and ClinVar.

  2. Train

    A small specialized model is trained on the validated associations only.

  3. Measure

    Blinded expert review and guideline-adherence scoring, published with stated limits.

Access

Follow Cogenics

Cogenics is validating its variant-to-drug associations before training. Follow it for validation results and research partnerships.

Follow Cogenics
  • Model

    Pharmacogenomics model

    On release

Requirements

  • Validated variant-drug associations

Questions / answers

Cogenics FAQ

What is Cogenics?

Cogenics maps patient DNA variants to medicine compatibility, grounded in CPIC prescribing guidelines and ClinVar.

What makes an answer trustworthy?

Every association is validated against published guidelines before training, and the model is measured by blinded expert review.

Is this medical advice?

No. Cogenics is a research tool, not a clinical product, and makes no diagnostic or treatment claims.

Models are served through Ember, on hardware we control.