van Meurs W L, Nikkelen E, Good M L
Department of Anesthesiology, University of Florida, College of Medicine, Gainesville 32610, USA.
IEEE Trans Biomed Eng. 1998 May;45(5):582-90. doi: 10.1109/10.668748.
Pharmacokinetic-pharmacodynamic (PK-PD) models play an important role in educational simulations. The parameters of PK-PD models described in the scientific literature are obtained from studies in which the drug concentrations and the drug-effect data are measured simultaneously. Simultaneous PK-PD studies cannot be expected to incorporate all possible combinations of drugs and patient physiology that are desired for educational simulations. To solve this problem, we elaborate on the traditional simultaneous PK-PD model, creating a new model that accepts parameter data from different, more readily available, nonsimultaneous pharmacologic studies. These data are incorporated in the model using a novel estimation procedure for the parameters kc0 and EC50. A sensitivity analysis of the parameter estimation procedure confirms that the time of peak effect following a bolus and the dose-response curve are accurately reflected by the new model. It also demonstrates how inconsistencies among the different parameter sets affect simulation of the recovery phase. The model is extended to incorporate any monotonic parametric or nonparametric dose-response curve. For the neuromuscular relaxant vecuronium, we demonstrate that data from different pharmacologic studies are available, and that the described estimation procedure leads to parameter estimates that are within the standard deviations of the parameters determined in a simultaneous PK-PD study.
药代动力学-药效学(PK-PD)模型在教育模拟中发挥着重要作用。科学文献中描述的PK-PD模型参数来自于同时测量药物浓度和药物效应数据的研究。对于教育模拟所需的所有可能的药物与患者生理状态的组合,不能期望同时进行的PK-PD研究都能涵盖。为了解决这个问题,我们详细阐述了传统的同时PK-PD模型,创建了一个新模型,该模型接受来自不同的、更容易获得的非同时药理学研究的参数数据。这些数据通过一种针对参数kc0和EC50的新型估计程序纳入模型。对参数估计程序的敏感性分析证实,新模型能准确反映推注后效应峰值出现的时间和剂量-反应曲线。它还展示了不同参数集之间的不一致如何影响恢复阶段的模拟。该模型被扩展以纳入任何单调的参数或非参数剂量-反应曲线。对于神经肌肉阻滞剂维库溴铵,我们证明可以获得来自不同药理学研究的数据,并且所描述的估计程序得出的参数估计值在同时进行的PK-PD研究确定的参数标准差范围内。