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首页> 外文期刊>Pharmaceutical research >Can Population Modelling Principles be Used to Identify Key PBPK Parameters for Paediatric Clearance Predictions? An Innovative Application of Optimal Design Theory
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Can Population Modelling Principles be Used to Identify Key PBPK Parameters for Paediatric Clearance Predictions? An Innovative Application of Optimal Design Theory

机译:人口建模原则是否可以用于识别儿科清除预测的关键PBPK参数? 最优设计理论的创新应用

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摘要

PurposePhysiologically-based pharmacokinetic (PBPK) models are essential in drug development, but require parameters that are not always obtainable. We developed a methodology to investigate the feasibility and requirements for precise and accurate estimation of PBPK parameters using population modelling of clinical data and illustrate this for two key PBPK parameters for hepatic metabolic clearance, namely whole liver unbound intrinsic clearance (CLint(,u,WL)) and hepatic blood flow (Qh) in children.MethodsFirst, structural identifiability was enabled through re-parametrization and the definition of essential trial design components. Subsequently, requirements for the trial components to yield precise estimation of the PBPK parameters and their inter-individual variability were established using a novel application of population optimal design theory. Finally, the performance of the proposed trial design was assessed using stochastic simulation and estimation.ResultsPrecise estimation of CLint(,u,WL) and Qh and their inter-individual variability was found to require a trial with two drugs, of which one has an extraction ratio (ER)0.27 and the other has an ER0.93. The proposed clinical trial design was found to lead to precise and accurate parameter estimates and was robust to parameter uncertainty.ConclusionThe proposed framework can be applied to other PBPK parameters and facilitate the development of PBPK models.
机译:基于目的基于phosphysiology的药代动力学(PBPK)模型对于药物开发至关重要,但需要不总是可获得的参数。我们开发了一种方法来研究使用临床数据的人口建模精确和准确地估计PBPK参数的可行性和要求,并为肝脏代谢清除的两个关键PBPK参数说明这一点,即全肝未结合的内在清除(克林特(,U,WL) ))和儿童中的肝血流(QH)。方法,通过重新参数化和基本试验设计组件的定义,使能结构可识别性。随后,使用群体最优设计理论的新应用建立了对试验组分的要求,以产生PBPK参数的精确估计及其各种变异性。最后,使用随机仿真和估计来评估所提出的试验设计的性能。发现克林特(,WL)和QH的结果估计,发现其各种可变异性需要有两种药物的试验,其中一个药物提取比(ER)0.27,另一个具有ER0.93。发现所提出的临床试验设计导致精确和准确的参数估计,并且对参数不确定性稳健。结论该框架可以应用于其他PBPK参数并促进PBPK模型的开发。

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