Inciardi J F, Batra K K
Department of Pharmaceutical Services, University of California, Davis Medical Center, Sacramento 95817.
Antimicrob Agents Chemother. 1993 May;37(5):1025-7. doi: 10.1128/AAC.37.5.1025.
A nonparametric expectation maximization approach to the study of population pharmacokinetics is described for an aminoglycoside antibiotic. The method is used to explore population estimates for gentamicin clearance (liters per hour per creatinine clearance) and volume of distribution (liters per kilogram) in tumor patients. Joint and marginal probability distributions are plotted and further characterized by using standard descriptors such as mean, median, mode, standard deviation, skewness, and kurtosis. Results of additional analyses using hematologic or solid tumor subpopulations agree with those of a recent larger study which found no significant pharmacokinetic differences between these groups. Nonparametric maximum-expectation analyses are convenient and allow exploratory analysis of population estimates directly from routine laboratory information.
本文描述了一种用于研究氨基糖苷类抗生素群体药代动力学的非参数期望最大化方法。该方法用于探索肿瘤患者中庆大霉素清除率(每小时每肌酐清除率的升数)和分布容积(每千克的升数)的群体估计值。绘制联合和边缘概率分布,并使用均值、中位数、众数、标准差、偏度和峰度等标准描述符进一步表征。使用血液学或实体瘤亚组进行的额外分析结果与最近一项更大规模研究的结果一致,该研究发现这些组之间没有显著的药代动力学差异。非参数最大期望分析方便快捷,可直接从常规实验室信息中对群体估计值进行探索性分析。