Pilot — Cell therapy

Choose the mechanism you can defend.

Denspath helps cell-therapy modeling teams compare plausible kinetic mechanisms, generate challenger models, and produce a reviewable evidence package before structural model decisions are locked.

Denspath sits upstream of NONMEM, Monolix, Pumas, and adjacent workflows. It strengthens the mechanism-comparison step — it does not replace the stack your team already trusts.

Pilot scope

Fixed-scope mechanism discrimination

Your data, run side-by-side against your current workflow. Scope, duration, and pricing are agreed in the kickoff conversation.

What a pilot produces

For one or two difficult datasets, Denspath delivers a reviewable mechanism package:

  • Ranked candidate kinetic mechanism families
  • Challenger models that test the leader’s assumptions
  • Comparison of assumptions across top candidates
  • Fit diagnostics and supporting rationale
  • Next-measurement recommendation when candidates remain ambiguous
  • Exportable artifacts for NONMEM, Monolix, and Pumas workflows

The goal is not autonomous model approval. The goal is a better, faster, more reviewable starting point for difficult cell-therapy model decisions.

Best-fit design partner

  • 01Already uses quantitative modeling in a meaningful way
  • 02Works on CAR-T or adjacent cell-therapy programs
  • 03Has a technical champion responsible for model review
  • 04Wants a workflow layer that complements the current stack
  • 05Can run a fixed-scope pilot on one or two datasets

What we need from a partner

  • One or two datasets where structural model choice is difficult or review-heavy
  • A technical champion willing to compare Denspath output against the current process
  • Enough biological and workflow context to define success criteria
  • Periodic working sessions during the pilot

Stage

Denspath is at prototype / MVP stage. The engine has recovered known pharmacology relationships from real datasets — indomethacin biexponential PK (R² = 0.950), ryegrass Hill dose-response (R² = 0.983), and 7/7 conservation laws on an internal physics benchmark. The next validation step is prospective use on a live cell-therapy mechanism-comparison problem. That is what design-partner pilots are for.

Request a pilot conversation

Share the dataset type, the current model-comparison burden, and the decision your team is trying to make.