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A Set-Based Optimal Control Approach for Pharmacokinetic/Pharmacodynamic Drug Dosage Design

机译:基于集合的药代动力学/药效动力学药物剂量设计最佳控制方法

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摘要

Robust optimal control of pharmacokinetic/pharmacodynamic (PK/PD) models allows for optimal drug dosage design under model uncertainties. Typical PK/PD models are highly uncertain and therefore a robust design of the drug dosage is necessary to guarantee that important health-related constraints are satisfied for all the possible values of the uncertainty. This paper shows that the responses of a simple class of PK/PD models are monotonous in the parameters and in the input. This greatly simplifies the design of a scenario-based nonlinear model predictive controller as just two scenarios are necessary to fully bound the system responses. This is illustrated with the drug dosage design for a model of erythropoietin injection, in which we also show the potential benefit of having intermediate measurements during the application of the therapy.
机译:强大的药代动力学/药效学(PK / PD)模型最佳控制可在模型不确定性下实现最佳药物剂量设计。典型的PK / PD模型具有很高的不确定性,因此必须对药物剂量进行可靠的设计,以确保对于所有可能的不确定性值都满足与健康相关的重要约束。本文表明,一类简单的PK / PD模型的响应在参数和输入中是单调的。由于完全绑定系统响应仅需要两个方案,因此这大大简化了基于方案的非线性模型预测控制器的设计。促红细胞生成素注射模型的药物剂量设计对此进行了说明,在该模型中,我们还显示了在治疗应用期间进行中间测量的潜在益处。

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