1. A METHOD FOR OPTIMIZATION OF PHARMACOKINETIC MODELS
- Author
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S.L Holmes, D.J Strickler, R.C Ward, and J.D Galam bos
- Subjects
Physiologically based pharmacokinetic modelling ,Mathematical optimization ,business.industry ,Computer science ,Experimental data ,Toxicology ,computer.software_genre ,Nonlinear system ,symbols.namesake ,Software ,Virtual machine ,Ordinary differential equation ,Genetic algorithm ,symbols ,business ,computer ,Lagrangian - Abstract
The authors have developed a method for optimizing nonlinear physiologically based pharmacokinetic (PBPK) models using Lagrangian-based or genetic algorithms. The optimization method is demonstrated using PBPK models for pharmacokinetics of nicotine, in which parameters that are not well established can be systematically varied to obtain optimized solutions based on experimental data. The method provides valuable guidance in the determination of these model parameters. The PBPK model for nicotine was developed in C and linked with the ordinary differential equation package, CVODE. The model can be run either stand-alone or under the control of an optimization package. The optimization is performed using SuperCode, running either a Lagrangian-based (VMCON) or a genetic algorithm-based (GALIB) optimizer. To reduce computational time, SuperCode can carry out the optimization in parallel, utilizing the Parallel Virtual Machine (PVM) message-passing software. Both the VMCON and GALIB optimizing algorithms have...
- Published
- 2000