An exploratory analysis of the performance of methylphenidate regimens based on a PKPD model of dopamine and norepinephrine transporter occupancy.

IF 2.2 4区 医学 Q3 PHARMACOLOGY & PHARMACY Journal of Pharmacokinetics and Pharmacodynamics Pub Date : 2023-08-01 DOI:10.1007/s10928-023-09854-y
Sara Soufsaf, Philippe Robaey, Fahima Nekka
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Abstract

Methylphenidate (MPH) is a psychostimulant which inhibits the uptake of dopamine and norepinephrine transporters, DAT and NET, and is mostly used to treat Attention Deficit/Hyperactivity Disorder. The current dose optimization is done through titration, a cumbersome approach for patients. To assess the therapeutic performance of MPH regimens, we introduce an in silico framework composed of (i) a population pharmacokinetic model of MPH, (ii) a pharmacodynamic (PD) model of DAT and NET occupancy, (iii) a therapeutic box delimited by time and DAT occupancy, and (iv) a performance score computation. DAT occupancy data was digitized (n = 152) and described with Emax models. NET occupancy was described with a KPD model. We used this integrative framework to simulate the performance of extended-release (18-99 mg) and tid MPH regimens (25-40 mg). Early blood samples of MPH seem to lead to higher DAT occupancy, consistent with an acute tolerance observed in clinical rating scales. An Emax model with a time-dependent tolerance was fitted to available data to assess the observed clockwise hysteresis. Peak performance is observed at 63 mg. While our analysis does not deny the existence of an acute tolerance, data precision in terms of formulation and sampling times does not allow a definite confirmation of this phenomenon. This work justifies the need for a more systematic collection of DAT and NET occupancy data to further investigate the presence of acute tolerance and assess the impact of low MPH doses on its efficacy.

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基于多巴胺和去甲肾上腺素转运体占用PKPD模型的哌甲酯方案性能的探索性分析。
哌醋甲酯(MPH)是一种精神兴奋剂,可抑制多巴胺和去甲肾上腺素转运体DAT和NET的摄取,主要用于治疗注意缺陷/多动障碍。目前的剂量优化是通过滴定来完成的,这对患者来说是一种繁琐的方法。为了评估MPH方案的治疗效果,我们引入了一个计算机框架,该框架由(i) MPH的人群药代动力学模型,(ii) DAT和NET占用的药效学(PD)模型,(iii)按时间和DAT占用划分的治疗框,以及(iv)性能评分计算组成。数据占用数据被数字化(n = 152),并用Emax模型进行描述。净占用率用KPD模型描述。我们使用这个综合框架来模拟缓释(18-99 mg)和tid MPH方案(25-40 mg)的性能。早期MPH的血液样本似乎导致更高的DAT占用,与临床评分量表中观察到的急性耐受性一致。一个Emax模型与时间相关的公差拟合到现有的数据,以评估观察到的顺时针迟滞。在63毫克时观察到最佳性能。虽然我们的分析并不否认急性容差的存在,但在配方和采样时间方面的数据精度不允许明确确认这一现象。这项工作证明需要更系统地收集DAT和NET占用数据,以进一步研究急性耐受性的存在,并评估低MPH剂量对其疗效的影响。
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来源期刊
CiteScore
4.90
自引率
4.00%
发文量
39
审稿时长
6-12 weeks
期刊介绍: Broadly speaking, the Journal of Pharmacokinetics and Pharmacodynamics covers the area of pharmacometrics. The journal is devoted to illustrating the importance of pharmacokinetics, pharmacodynamics, and pharmacometrics in drug development, clinical care, and the understanding of drug action. The journal publishes on a variety of topics related to pharmacometrics, including, but not limited to, clinical, experimental, and theoretical papers examining the kinetics of drug disposition and effects of drug action in humans, animals, in vitro, or in silico; modeling and simulation methodology, including optimal design; precision medicine; systems pharmacology; and mathematical pharmacology (including computational biology, bioengineering, and biophysics related to pharmacology, pharmacokinetics, orpharmacodynamics). Clinical papers that include population pharmacokinetic-pharmacodynamic relationships are welcome. The journal actively invites and promotes up-and-coming areas of pharmacometric research, such as real-world evidence, quality of life analyses, and artificial intelligence. The Journal of Pharmacokinetics and Pharmacodynamics is an official journal of the International Society of Pharmacometrics.
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