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首页> 外文期刊>International journal of clinical pharmacology and therapeutics >Impact of random and fixed (optimal) sampling approach on the Bayesian estimation of clearance.
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Impact of random and fixed (optimal) sampling approach on the Bayesian estimation of clearance.

机译:随机和固定(最佳)采样方法对清除的贝叶斯估计的影响。

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BACKGROUND AND OBJECTIVE: The population pharmacokinetic approach is based on sparse sampling. In sparse sampling approaches, the selection of the time point(s) is very critical for the prediction of pharmacokinetic parameters. Several investigators have shown that the predictive performance of the Bayesian approach is influenced by the initial estimates of pharmacokinetic parameters as well as the time of blood sampling. The objective of this study is to evaluate the impact of random and fixed sparse sampling approach on the Bayesian estimation of clearance. METHODS: Three drugs were selected for this study. Two sparse sampling methods (random or fixed) using Bayesian approach were used to assess clearance in healthy subjects following a single oral dose. The initial estimates of the model parameters and inter- and intra-subject variabilities were obtained from the previous pharmacokinetic studies conducted in healthy volunteers. The predicted clearance values using sparse sampling (1, 2 or 3 blood samples per subject) were compared with the clearance values obtained by extensive sampling. RESULTS AND CONCLUSION: The results indicated that both random and fixed sampling approaches, irrespective of number of blood samples, can be used to estimate mean population as well as post hoc predicted individual clearance (Bayesian) with accuracy. However, the precision of the prediction of clearance was found to be better with fixed rather random blood sampling approach.
机译:背景与目的:人群药代动力学方法基于稀疏采样。在稀疏采样方法中,时间点的选择对于预测药代动力学参数非常关键。一些研究者表明,贝叶斯方法的预测性能受到药代动力学参数的初始估计以及采血时间的影响。本研究的目的是评估随机和固定稀疏采样方法对清除的贝叶斯估计的影响。方法:本研究选择了三种药物。使用单次口服剂量后,使用贝叶斯方法的两种稀疏采样方法(随机或固定)用于评估健康受试者的清除率。模型参数以及受试者间和受试者内变异性的初始估计值是从先前在健康志愿者中进行的药代动力学研究获得的。将使用稀疏采样的预测清除率值(每个受试者1、2或3个血液样本)与通过大量采样获得的清除率值进行比较。结果与结论:结果表明,无论采用随机抽样还是固定抽样方式,无论血样数量如何,都可以用来估计平均人群以及事后预测的个体清除率(贝叶斯)。但是,发现采用固定而不是随机采血的方法可以更好地预测清除率。

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