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The Influence of Normalization Weight in Population Pharmacokinetic Covariate Models

机译:归一化权重在群体药代动力学协变量模型中的影响

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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 70 kg or 1 kg 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, 1 kg 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 2.7 kg. In addition, a simulation study was performed to show the impact of normalization to 70 kg 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 1 kg (10.5%) or 70 kg (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 70 kg normalization was highest in studies with a narrow weight range and a geometric mean weight away from 70 kg. 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.Electronic supplementary materialThe online version of this article (10.1007/s40262-018-0652-7) contains supplementary material, which is available to authorized users.
机译:在群体药代动力学模型的协变量(子)模型中,大多数协变量均被标准化为中值。但是,对于体重,通常将其标准化为70公斤或1公斤。在本文中,我们说明了归一化权重对总体清除率(CLpop)参数估计的精度的影响。标准化体重(70、1 kg或中位数体重)对CLpop估计精度的影响(以相对标准误差(RSE)表示)使用中位数体重为2.7 kg的新生儿的药代动力学研究数据进行了说明。此外,进行了一项模拟研究,以显示在小儿或肥胖患者的药代动力学研究中标准化至70 kg的影响。标准化为中位体重(8.1%)时,新生儿数据集中的CLpop参数估计值的RSE最低,而标准化为1 kg(10.5%)或70 kg(48.8%)时,RSE最低。典型清除率(CL)预测与所使用的归一化权重无关。模拟表明,在体重范围狭窄且几何平均重量远离70 kg的研究中,将CLpop估算值的RSE随70 kg归一化的增加最高。当使用权重超出观察范围而不是使用中位数权重进行标准化时,CLpop估计的RSE将被夸大,因此不应用于模型选择。相反,可以使用既定的数学原理来计算相应权重下典型CL(CLTV)的RSE,以评估CL预测的准确性。电子补充材料本文的在线版本(10.1007 / s40262-018-0652-7)包含补充材料,授权用户可以使用。

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