DocumentCode :
1364805
Title :
Pharmacokinetic-pharmacodynamic model for educational simulations
Author :
Van Meurs, Willem L. ; Nikkelen, Eric ; Good, Michael L.
Author_Institution :
Dept. of Anesthesiology, Florida Univ., Gainesville, FL, USA
Volume :
45
Issue :
5
fYear :
1998
fDate :
5/1/1998 12:00:00 AM
Firstpage :
582
Lastpage :
590
Abstract :
Pharmacokinetic-pharmacodynamic (PK-PD) models play an important role in educational simulations. The parameters of PK-PD models described in the scientific literature are obtained from studies in which the drug concentrations and the drug-effect data are measured simultaneously. Simultaneous PK-PD studies cannot be expected to incorporate all possible combinations of drugs and patient physiology that are desired for educational simulations. To solve this problem, the authors elaborate on the traditional simultaneous PK-PD model, creating a new model that accepts parameter data from different, more readily available, nonsimultaneous pharmacologic studies. These data are incorporated in the model using a novel estimation procedure for the parameters k e0 and EC 50. A sensitivity analysis of the parameter estimation procedure confirms that the time of peak effect following a bolus and the dose-response curve are accurately reflected by the new model. It also demonstrates how inconsistencies among the different parameter sets affect simulation of the recovery phase. The model is extended to incorporate any monotonic parametric or nonparametric dose-response curve. For the neuromuscular relaxant vecuronium, the authors demonstrate that data from different pharmacologic studies are available, and that the described estimation procedure leads to parameter estimates that are within the standard deviations of the parameters determined in a simultaneous PK-PD study.
Keywords :
biomedical education; parameter estimation; patient treatment; physiological models; sensitivity analysis; bolus; dose-response curve; drug concentrations; drug-effect data; educational simulations; nonsimultaneous pharmacologic studies; parameter data; patient physiology; peak effect; pharmacokinetic-pharmacodynamic model; Analytical models; Computational modeling; Computer science education; Drugs; Mathematical model; Neuromuscular; Parameter estimation; Physiology; Plasma simulation; Sensitivity analysis; Computer Simulation; Computer-Assisted Instruction; Dose-Response Relationship, Drug; Humans; Infusions, Intravenous; Injections, Intravenous; Linear Models; Mathematical Computing; Models, Biological; Models, Educational; Neuromuscular Nondepolarizing Agents; Pharmacokinetics; Pharmacology; Sensitivity and Specificity; Statistics, Nonparametric; Vecuronium Bromide;
fLanguage :
English
Journal_Title :
Biomedical Engineering, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9294
Type :
jour
DOI :
10.1109/10.668748
Filename :
668748
Link To Document :
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