Modelling-in-the-Loop as a New Paradigm for Quantitative Systems Pharmacology

Authors: Kalra P
Conference: ACoP
Keywords: ACoP 2026, AI machine learning, modeling and simulation, QSP (quantitative systems pharmacology)

QSP Workflow: Where Can AI Help?

  • Orchestrate the workflow
    • Natural-language interaction with validated modeling and data tools
  • Structure the evidence
    • Literature extraction, model mapping, uncertainty, and parameter inference
  • Accelerate virtual population exploration
    • Efficient VPop generation, sensitivity analysis, and calibration

By Priyata Kalra

ACoP 2026, October 11-14, 2026, National Harbor, Maryland