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Computing optimal drug dosing regarding efficacy and safety: the enhanced OptiDose method in NONMEM
Freya Bachmann1, Gilbert Koch2, Robert J Bauer3
1Department of Mathematics and Statistics, University of Konstanz, PO Box 195, 78457, Konstanz, Germany. freya.bachmann@uni-konstanz.de.
The enhanced OptiDose algorithm optimizes drug dosing for both efficacy and safety. It prioritizes one target while optimizing the secondary one, solving complex pharmacometric problems.
Area of Science:
- Pharmacometrics
- Optimal Control Theory
- Drug Dosing Optimization
Background:
- An optimal dosing algorithm (OptiDose) was previously developed for pharmacometric models.
- Current methods may not adequately balance competing efficacy and safety targets.
Purpose of the Study:
- To enhance the OptiDose algorithm for optimizing drug dosing considering both efficacy and safety.
- To address state-constrained optimal control problems arising from prioritized targets.
Main Methods:
- Formulating drug dosing optimization as a state-constrained optimal control problem.
- Transforming these problems into classical unconstrained optimal control problems.
- Utilizing the NONMEM software for solving the transformed problems.
Main Results:
- Demonstrated the successful enhancement of the OptiDose concept.
- Showcased the method's applicability through three distinct optimal dosing scenarios.
- Validated the approach for balancing prioritized efficacy and safety targets.
Conclusions:
- The enhanced OptiDose method effectively computes optimal drug doses considering prioritized efficacy and safety.
- This approach provides a robust framework for solving complex dosing optimization problems in pharmacometrics.
- The method facilitates improved therapeutic outcomes by balancing critical patient-specific targets.
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