Partial derivative - Based sensitivity analysis of models describing target-mediated drug disposition

被引:31
作者
Abraham, Anson K. [1 ]
Krzyzanski, Wojciech [1 ]
Mager, Donald E. [1 ]
机构
[1] SUNY Buffalo, Dept Pharmaceut Sci, Buffalo, NY 14260 USA
关键词
nonlinear pharmacokinetics; quasiequilibrium models; equilibrium dissociation constant; receptor internalization;
D O I
10.1208/aapsj0902020
中图分类号
R9 [药学];
学科分类号
1007 ;
摘要
Sensitivity analysis is commonly used to characterize the effects of parameter perturbations on model output. One use for the approach is the optimization of an experimental design enabling estimation of model parameters with improved accuracy. The primary objective of this study is to conduct a sensitivity analysis of selected target-mediated pharmacokinetic models, ascertain the effect of parameter variations on model predictions, and identify influential model parameters. One linear model (Model 1, control) and 2 target-mediated models (Models 2 and 3) were evaluated over a range of dose levels. Simulations were conducted with model parameters being perturbed at the higher and lower ends from literature mean values. Profiles of free plasma drug concentrations and their partial derivatives with respect to each parameter vs time were analyzed. Perturbations resulted in altered outputs, the extent of which reflected parameter influence. The model outputs were highly sensitive to perturbations of linear disposition parameters in all 3 models. The equilibrium dissociation constant (K(D)) was less influential in Model 2 but was influential in the terminal phase in Model 3, highlighting the role of K(D) in this region. An equation for Model 3 in support of the result for K(D) was derived. Changes in the initial receptor concentration [R(tot)( 0)] paralleled the observed effects of initial plasma volume (V(c)) perturbations, with increased influence at higher values. Model 3 was also sensitive to the rates of receptor degradation and internalization. These results suggest that informed sampling may be essential to accurately estimate influential parameters of target-mediated models.
引用
收藏
页码:E181 / E189
页数:9
相关论文
共 14 条
[1]   A REVIEW OF TECHNIQUES FOR PARAMETER SENSITIVITY ANALYSIS OF ENVIRONMENTAL-MODELS [J].
HAMBY, DM .
ENVIRONMENTAL MONITORING AND ASSESSMENT, 1994, 32 (02) :135-154
[2]   A COMPARISON OF SENSITIVITY ANALYSIS TECHNIQUES [J].
HAMBY, DM .
HEALTH PHYSICS, 1995, 68 (02) :195-204
[3]  
HETRICK DM, 1991, J PHARMACOKINET BIOP, V19, P1
[4]   PHARMACOLOGICAL TARGET-MEDIATED DRUG DISPOSITION [J].
LEVY, G .
CLINICAL PHARMACOLOGY & THERAPEUTICS, 1994, 56 (03) :248-252
[5]   Target-mediated drug disposition and dynamics [J].
Mager, DE .
BIOCHEMICAL PHARMACOLOGY, 2006, 72 (01) :1-10
[6]   Quasi-equilibrium pharmacokinetic model for drugs exhibiting target-mediated drug disposition [J].
Mager, DE ;
Krzyzanski, W .
PHARMACEUTICAL RESEARCH, 2005, 22 (10) :1589-1596
[7]   General pharmacokinetic model for drugs exhibiting target-mediated drug disposition [J].
Mager, DE ;
Jusko, WJ .
JOURNAL OF PHARMACOKINETICS AND PHARMACODYNAMICS, 2001, 28 (06) :507-532
[8]   Sensitivity analysis of pharmacokinetic and pharmacodynamic systems: I. A structural approach to sensitivity analysis of physiologically based pharmacokinetic models [J].
Nestorov, IA .
JOURNAL OF PHARMACOKINETICS AND BIOPHARMACEUTICS, 1999, 27 (06) :577-596
[9]   Physiologically based pharmacokinetic modeling of a homologous series of barbiturates in the rat: A sensitivity analysis [J].
Nestorov, IA ;
Aarons, LJ ;
Rowland, M .
JOURNAL OF PHARMACOKINETICS AND BIOPHARMACEUTICS, 1997, 25 (04) :413-447
[10]   A quantitative model-independent method for global sensitivity analysis of model output [J].
Saltelli, A ;
Tarantola, S ;
Chan, KPS .
TECHNOMETRICS, 1999, 41 (01) :39-56