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Optimal Blood Sampling Time Windows for Parameter Estimation Using a Population Approach: Design of a Phase II Clinical Trial

机译:使用总体方法进行参数估计的最佳血液采样时间窗口:II期临床试验的设计

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The objective of this paper is to determine optimal blood sampling time windows for the estimation of pharmacokinetic (PK) parameters by a population approach within the clinical constraints. A population PK model was developed to describe a reference phase II PK dataset. Using this model and the parameter estimates, D-optimal sampling times were determined by optimising the determinant of the population Fisher information matrix (PFIM) using PFIM_ _M 1.2 and the modified Fedorov exchange algorithm. Optimal sampling time windows were then determined by allowing the D-optimal windows design to result in a specified level of efficiency when compared to the fixed-times D-optimal design. The best results were obtained when K a and IIV on K a were fixed. Windows were determined using this approach assuming 90% level of efficiency and uniform sample distribution. Four optimal sampling time windows were determined as follow: at trough between 22 h and new drug administration; between 2 and 4 h after dose for all patients; and for 1/3 of the patients only 2 sampling time windows between 4 and 10 h after dose, equal to [4 h–5 h 05] and [9 h 10–10 h]. This work permitted the determination of an optimal design, with suitable sampling time windows which was then evaluated by simulations. The sampling time windows will be used to define the sampling schedule in a prospective phase II study
机译:本文的目的是确定最佳的血液采样时间窗口,以在临床约束范围内通过总体方法估算药代动力学(PK)参数。开发了人口PK模型来描述参考II期PK数据集。使用该模型和参数估计,通过使用PFIM_ _M 1.2和改进的Fedorov交换算法优化人口Fisher信息矩阵(PFIM)的行列式,确定D最优采样时间。然后,通过与固定时间D最优设计相比,允许D最优窗口设计产生指定水平的效率,来确定最佳采样时间窗口。固定K a 和II a上的IIV可获得最佳结果。假设效率为90%,样品分布均匀,则使用此方法确定窗口。确定了四个最佳采样时间窗口,如下所示:在22小时至新药施用之间的谷底;所有患者服药后2至4小时内;对于1/3的患者,在给药后4至10小时之间只有2个采样时间窗,分别等于[4 h–5 h 05]和[9 h 10–10 h]。这项工作可以确定最佳设计,并选择合适的采样时间窗口,然后通过仿真对其进行评估。在前瞻性II期研究中,采样时间窗口将用于定义采样时间表

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