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庆大霉素的群体药代动力学。非参数期望最大化(NPEM)算法的应用。

Population pharmacokinetics of gentamicin. Use of the nonparametric expectation maximisation (NPEM) algorithm.

作者信息

Kisor D F, Watling S M, Zarowitz B J, Jelliffe R W

机构信息

University of Pittsburgh Medical Center, Pennsylvania.

出版信息

Clin Pharmacokinet. 1992 Jul;23(1):62-8. doi: 10.2165/00003088-199223010-00005.

DOI:10.2165/00003088-199223010-00005
PMID:1617859
Abstract

A new nonparametric expectation maximisation (NPEM) algorithm for the estimation of population pharmacokinetic parameter values was evaluated. The algorithm, in the form of a personal computer program, was used to compute population pharmacokinetic parameter densities of gentamicin in a group of 9 patients with indicators of malnutrition. The 1-compartment parameter values for clearance (CL), volume of distribution (Vd) and elimination rate constant (k) were compared with values generated using a standard 2-stage (STS) approach. NPEM was used with a full data set (72 gentamicin concentrations) and a sparse data set (only peak and trough concentrations for each patient; 18 in total). There were no differences in parameter value estimations between the STS and NPEM with all the data (p greater than 0.05) or with the sparse data (p greater than 0.05). Mean parameter value estimates from the STS and NPEM (with sparse data) were used as a priori data sets in the USC*PACK gentamicin Bayesian program to predict concentrations in 8 subsequent patients with similar indicators of malnutrition. There were no differences in predicted gentamicin concentrations between STS (3.75 +/- 2.06 mg/L) and NPEM (3.75 +/- 2.17 mg/L). NPEM was able to generate population pharmacokinetic parameter values for gentamicin in a defined population of patients using sparse routine clinical data. It was also shown to function with only a single data point per patient.

摘要

对一种用于估计群体药代动力学参数值的新的非参数期望最大化(NPEM)算法进行了评估。该算法以个人计算机程序的形式,用于计算9名有营养不良指标患者群体中庆大霉素的群体药代动力学参数密度。将清除率(CL)、分布容积(Vd)和消除速率常数(k)的一室模型参数值与使用标准两阶段(STS)方法生成的值进行比较。NPEM分别使用完整数据集(72个庆大霉素浓度)和稀疏数据集(每个患者仅峰值和谷值浓度;共18个)。在所有数据(p>0.05)或稀疏数据(p>0.05)情况下,STS和NPEM之间的参数值估计没有差异。将STS和NPEM(使用稀疏数据)的平均参数值估计用作USC*PACK庆大霉素贝叶斯程序中的先验数据集,以预测8名后续有类似营养不良指标患者的浓度。STS(3.75±2.06mg/L)和NPEM(3.75±2.17mg/L)预测的庆大霉素浓度没有差异。NPEM能够使用稀疏的常规临床数据为特定患者群体生成庆大霉素的群体药代动力学参数值。还表明它在每个患者仅一个数据点的情况下也能起作用。

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