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The Influence of Normalization Weight in Population Pharmacokinetic Covariate Models

机译:常规化重量在人口中的常规药代动力学协变量模型的影响

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摘要

In covariate (sub)models of population pharmacokinetic models, most covariates are normalized to the median value; however, for body weight, normalization to 70kg or 1kg is often applied. In this article, we illustrate the impact of normalization weight on the precision of population clearance (CLpop) parameter estimates. The influence of normalization weight (70, 1kg or median weight) on the precision of the CLpop estimate, expressed as relative standard error (RSE), was illustrated using data from a pharmacokinetic study in neonates with a median weight of 2.7kg. In addition, a simulation study was performed to show the impact of normalization to 70kg in pharmacokinetic studies with paediatric or obese patients. The RSE of the CLpop parameter estimate in the neonatal dataset was lowest with normalization to median weight (8.1%), compared with normalization to 1kg (10.5%) or 70kg (48.8%). Typical clearance (CL) predictions were independent of the normalization weight used. Simulations showed that the increase in RSE of the CLpop estimate with 70kg normalization was highest in studies with a narrow weight range and a geometric mean weight away from 70kg. When, instead of normalizing with median weight, a weight outside the observed range is used, the RSE of the CLpop estimate will be inflated, and should therefore not be used for model selection. Instead, established mathematical principles can be used to calculate the RSE of the typical CL (CLTV) at a relevant weight to evaluate the precision of CL predictions.
机译:在人口药代动力学模型的协变量(子)模型中,大多数协变量被标准化为中位数;然而,对于体重,通常施加归一化至70kg或1kg。在本文中,我们说明了标准化重量对群体间隙精度(CLPOP)参数估计的影响。归一化重量(70,1kg或中值)对CLPOP估计的精度的影响,表示为相对标准误差(RSE),使用来自中间重量的新生儿的药代动力学研究。此外,进行了模拟研究以显示归一化对70kg与儿科或肥胖患者的药代动力学研究的影响。新生儿数据集中的CLPOP参数估计的RSE与中间重量(8.1%)的归一化最低,与归一化(10.5%)或70kg(48.8%)相比。典型的间隙(CL)预测与所用的归一化重量无关。仿真表明,具有70kg归一化的CLPOP估计的RSE增加在重量范围窄的研究中,远离70kg的几何平均重量。当,代替用中间重量归一化,使用观察范围之外的重量,CLPOP估计的RSE将膨胀,因此不应用于模型选择。相反,建立的数学原理可以用于计算相关权重的典型CL(CLTV)的RSE,以评估CL预测的精度。

著录项

  • 来源
    《Clinical pharmacokinetics》 |2019年第1期|共8页
  • 作者单位

    Leiden Univ Leiden Acad Ctr Drug Res Div Syst Biomed &

    Pharmacol Leiden Netherlands;

    Leiden Univ Leiden Acad Ctr Drug Res Div Syst Biomed &

    Pharmacol Leiden Netherlands;

    Leiden Univ Leiden Acad Ctr Drug Res Div Syst Biomed &

    Pharmacol Leiden Netherlands;

    Leiden Univ Leiden Acad Ctr Drug Res Div Syst Biomed &

    Pharmacol Leiden Netherlands;

    Univ Manchester Div Pharm &

    Optometry Manchester Lancs England;

    Leiden Univ Leiden Acad Ctr Drug Res Div Syst Biomed &

    Pharmacol Leiden Netherlands;

    Leiden Univ Leiden Acad Ctr Drug Res Div Syst Biomed &

    Pharmacol Leiden Netherlands;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 药理学;
  • 关键词

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