以模型为依据的他克莫司精确用药:群体药代动力学模型的系统回顾和软件工具的基准研究

IF 4.6 2区 医学 Q1 PHARMACOLOGY & PHARMACY Clinical Pharmacokinetics Pub Date : 2024-10-01 Epub Date: 2024-09-20 DOI:10.1007/s40262-024-01414-y
Yannick Hoffert, Nada Dia, Tim Vanuytsel, Robin Vos, Dirk Kuypers, Johan Van Cleemput, Jef Verbeek, Erwin Dreesen
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引用次数: 0

摘要

背景和目的:他克莫司是实体器官移植后常用的免疫抑制剂。它的特点是治疗窗窄、暴露变异性大,需要个性化用药。近年来,有人建议采用群体药代动力学模型来指导他克莫司的模型化精准用药。我们旨在全面概述所有实体器官移植环境中他克莫司的群体药代动力学模型和模型信息精准给药软件模块,包括基于模拟的协变量对暴露和目标达成的影响:我们进行了系统性文献检索,以确定他克莫司在实体器官移植受者中的群体药代动力学模型。我们将选定的群体药代动力学模型整合到一个交互式软件工具中,该工具可进行剂量模拟、贝叶斯预测,并研究协变量对暴露量和目标达成的影响。我们对模型信息精准给药软件工具提供商进行了一次网络调查,并在模型、目标人群和临床整合方面对公开提供的工具进行了基准测试:结果:我们确定了 80 个群体药代动力学模型,包括 44 个单室模型和 36 个二室模型。对清除率和分布参数影响最大的协变量分别是细胞色素 P450 3A5 多态性和体重。我们的模拟工具托管在 https://lpmx.shinyapps.io/tacrolimus/ 上,可以彻底研究协变量对暴露和目标实现的影响。我们确定了 15 家基于模型的精确给药软件工具供应商,其中 10 家提供他克莫司解决方案,9 家完成了调查:我们的工作全面概述了现有他克莫司群体药代动力学模型和模型信息精准给药软件模块的情况。我们的模拟工具可以交互式地深入探讨暴露和达标的协变量。
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Model-Informed Precision Dosing of Tacrolimus: A Systematic Review of Population Pharmacokinetic Models and a Benchmark Study of Software Tools.

Background and objective: Tacrolimus is an immunosuppressant commonly administered after solid organ transplantation. It is characterized by a narrow therapeutic window and high variability in exposure, demanding personalized dosing. In recent years, population pharmacokinetic models have been suggested to guide model-informed precision dosing of tacrolimus. We aimed to provide a comprehensive overview of population pharmacokinetic models and model-informed precision dosing software modules of tacrolimus in all solid organ transplant settings, including a simulation-based investigation of the impact of covariates on exposure and target attainment.

Methods: We performed a systematic literature search to identify population pharmacokinetic models of tacrolimus in solid organ transplant recipients. We integrated selected population pharmacokinetic models into an interactive software tool that allows dosing simulations, Bayesian forecasting, and investigation of the impact of covariates on exposure and target attainment. We conducted a web survey amongst model-informed precision dosing software tool providers and benchmarked publicly available tools in terms of models, target populations, and clinical integration.

Results: We identified 80 population pharmacokinetic models, including 44 one-compartment and 36 two-compartment models. The most frequently retained covariates on clearance and distribution parameters were cytochrome P450 3A5 polymorphisms and body weight, respectively. Our simulation tool, hosted at https://lpmx.shinyapps.io/tacrolimus/ , allows thorough investigation of the impact of covariates on exposure and target attainment. We identified 15 model-informed precision dosing software tool providers, of which ten offer a tacrolimus solution and nine completed the survey.

Conclusions: Our work provides a comprehensive overview of the landscape of available tacrolimus population pharmacokinetic models and model-informed precision dosing software modules. Our simulation tool allows an interactive thorough exploration of covariates on exposure and target attainment.

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来源期刊
CiteScore
8.80
自引率
4.40%
发文量
86
审稿时长
6-12 weeks
期刊介绍: Clinical Pharmacokinetics promotes the continuing development of clinical pharmacokinetics and pharmacodynamics for the improvement of drug therapy, and for furthering postgraduate education in clinical pharmacology and therapeutics. Pharmacokinetics, the study of drug disposition in the body, is an integral part of drug development and rational use. Knowledge and application of pharmacokinetic principles leads to accelerated drug development, cost effective drug use and a reduced frequency of adverse effects and drug interactions.
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