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Non-linear mixed-effects pharmacokinetic/pharmacodynamic modelling in NLME using differential equations.

机译:使用微分方程在NLME中进行非线性混合效应药代动力学/药效学建模。

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摘要

The standard software for non-linear mixed-effect analysis of pharmacokinetic/phar-macodynamic (PK/PD) data is NONMEM while the non-linear mixed-effects package NLME is an alternative as long as the models are fairly simple. We present the nlmeODE package which combines the ordinary differential equation (ODE) solver package odesolve and the non-linear mixed effects package NLME thereby enabling the analysis of complicated systems of ODEs by non-linear mixed-effects modelling. The pharmacokinetics of the anti-asthmatic drug theophylline is used to illustrate the applicability of the nlmeODE package for population PK/PD analysis using the available data analysis tools in R for model inspection and validation. The nlmeODE package is numerically stable and provides accurate parameter estimates which are consistent with NONMEM estimates.
机译:药代动力学/相位-动力学(PK / PD)数据的非线性混合效应分析的标准软件是NONMEM,而非线性混合效应软件包NLME是可替代的,只要模型非常简单即可。我们提出的nlmeODE软件包结合了常微分方程(ODE)求解器软件包odesolve和非线性混合效应软件包NLME,从而能够通过非线性混合效应建模来分析复杂的ODE系统。抗哮喘药茶碱的药代动力学用于说明nlmeODE软件包在R模型中可用的数据分析工具中用于模型检查和验证的人群PK / PD分析的适用性。 nlmeODE软件包在数值上稳定,并提供与NONMEM估计值一致的准确参数估计值。

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