Fuzzy simulation of pharmacokinetic models: Case study of whole body physiologically based model of diazepam

被引:29
作者
Gueorguieva, II
Nestorov, IA
Rowland, M
机构
[1] Univ Manchester, Sch Pharm & Pharmaceut Sci, Ctr Appl Pharmacokinet Res, Manchester M13 9PL, Lancs, England
[2] Amgen Inc, Thousand Oaks, CA 91320 USA
关键词
prediction; variability; uncertainty; fuzzy simulation; fuzzy-probabilistic; Monte Carlo simulation; whole body physiologically based pharmacokinetic model; diazepam; parameter estimation;
D O I
10.1023/B:JOPA.0000039564.35602.78
中图分类号
R9 [药学];
学科分类号
1007 ;
摘要
The aim of the present study is to develop and implement a methodology that accounts for parameter variability and uncertainty in the presence of qualitative and semi-quantitative information ( fuzzy simulations) as well as when some parameters are better quantitatively defined than others (fuzzy-probabilistic approach). The fuzzy simulations method consists of (i) representing parameter uncertainty and variability by fuzzy numbers and (ii) simulating predictions by solving the pharmacokinetic model. The fuzzy-probabilistic approach includes an additional transformation between fuzzy numbers and probability density functions. To illustrate the proposed method a diazepam WBPBPK model was used where the information for hepatic intrinsic clearance determined by in vitro - in vivo scaling was semi-quantitative. The predicted concentration time profiles were compared with those resulting from a Monte Carlo simulation. Fuzzy simulations can be used as an alternative to Monte Carlo simulation.
引用
收藏
页码:185 / 213
页数:29
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