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临床前药代动力学研究中的实验设计与有效参数估计

Experimental design and efficient parameter estimation in preclinical pharmacokinetic studies.

作者信息

Ette E I, Howie C A, Kelman A W, Whiting B

机构信息

FDA, Center for Drug Evaluation and Research, Rockville, Maryland 20857, USA.

出版信息

Pharm Res. 1995 May;12(5):729-37. doi: 10.1023/a:1016267811074.

Abstract

Monte Carlo simulation technique used to evaluate the effect of the arrangement of concentrations on the efficiency of estimation of population pharmacokinetic parameters in the preclinical setting is described. Although the simulations were restricted to the one compartment model with intravenous bolus input, they provide the basis of discussing some structural aspects involved in designing a destructive ("quantic") preclinical population pharmacokinetic study with a fixed sample size as is usually the case in such studies. The efficiency of parameter estimation obtained with sampling strategies based on the three and four time point designs were evaluated in terms of the percent prediction error, design number, individual and joint confidence intervals coverage for parameter estimates approaches, and correlation analysis. The data sets contained random terms for both inter- and residual intra-animal variability. The results showed that the typical population parameter estimates for clearance and volume were efficiently (accurately and precisely) estimated for both designs, while interanimal variability (the only random effect parameter that could be estimated) was inefficiently (inaccurately and imprecisely) estimated with most sampling schedules of the two designs. The exact location of the third and fourth time point for the three and four time point designs, respectively, was not critical to the efficiency of overall estimation of all population parameters of the model. However, some individual population pharmacokinetic parameters were sensitive to the location of these times.

摘要

描述了用于评估浓度排列对临床前环境中群体药代动力学参数估计效率影响的蒙特卡罗模拟技术。尽管模拟仅限于静脉推注输入的单室模型,但它们为讨论设计具有固定样本量的破坏性(“定量”)临床前群体药代动力学研究中涉及的一些结构方面提供了基础,此类研究通常如此。基于三时间点和四时间点设计的采样策略所获得的参数估计效率,根据预测误差百分比、设计数量、参数估计方法的个体和联合置信区间覆盖率以及相关性分析进行了评估。数据集包含动物间和动物内残留变异性的随机项。结果表明,对于两种设计,清除率和体积的典型群体参数估计都能有效(准确且精确)地得到,而动物间变异性(唯一可估计的随机效应参数)在两种设计的大多数采样方案中估计效率低下(不准确且不精确)。三时间点和四时间点设计中第三和第四时间点的具体位置,对于模型所有群体参数的总体估计效率并非关键因素。然而,一些个体群体药代动力学参数对这些时间点的位置敏感。

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