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An Approach for Identifiability of Population Pharmacokinetic–Pharmacodynamic Models

机译:群体药代动力学-药效学模型的可辨识性方法

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摘要

Mathematical models are routinely used in clinical pharmacology to study the pharmacokinetic and pharmacodynamic properties of a drug in the body. Identifiability of these models is an important requirement for the success of these clinical studies. Identifiability is classified into two types, structural identifiability related to the structure of the mathematical model and deterministic identifiability which is related to the study design. There are existing approaches for assessment of structural identifiability of fixed-effects models, although their use appears uncommon in the literature. In this study, we develop an informal unified approach for simultaneous assessment of structural and deterministic identifiability for fixed and mixed-effects pharmacokinetic or pharmacokinetic–pharmacodynamic models. This approach uses an information theoretic framework. The method is applied both to simple examples to explore known identifiability properties and to a more complex example to illustrate its utility.
机译:通常在临床药理学中使用数学模型来研究药物在体内的药代动力学和药效学性质。这些模型的可识别性是这些临床研究成功的重要要求。可识别性分为两种类型,与数学模型的结构有关的结构可识别性和与研究设计有关的确定性可识别性。尽管在文献中似乎很少使用固定效应模型的结构可识别性,但已有一些评估方法。在这项研究中,我们开发了一种非正式的统一方法,用于同时评估固定效应和混合效应药代动力学或药代动力学-药效学模型的结构和确定性可识别性。这种方法使用信息理论框架。该方法既适用于简单示例以探索已知的可识别性,又适用于更复杂的示例以说明其实用性。

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