Analyzing parametric influences driving age-associated changes in absorption using a PBPK-GSA approach

IF 4.3 3区 医学 Q1 PHARMACOLOGY & PHARMACY European Journal of Pharmaceutical Sciences Pub Date : 2024-08-22 DOI:10.1016/j.ejps.2024.106881
Donnia Robins , Andreas Lehmann , Katharina Krollik , Maria Vertzoni
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Abstract

The advanced age population may be susceptible to an increased risk of adverse effects due to increased drug exposure after oral dosing. Factors such as high-interindividual variability and lack of data has led to poor characterization of absorption's role in pharmacokinetic changes in this population. Physiologically based pharmacokinetic (PBPK) models are increasingly being used during the drug development process, as their unique qualities are advantageous in atypical scenarios such as drug-drug interactions or special populations such as older people. Along with relying on various sources of data, auxiliary tools including parameter estimation and sensitivity analysis techniques are employed to support model development and other applications. However, sensitivity analyses have mostly been limited to localized techniques in the majority of reported PBPK models using them. This is disadvantageous, since local sensitivity analyses are unsuitable for risk analysis, which require assessment of parametric interactions and proper coverage of the input space to better estimate and subsequently mitigate the effects of the phenomenon of interest. For this reason, this study seeks to integrate a global sensitivity analysis screening method with PBPK models based in PK-Sim® to characterize the consequences of potential changes in absorption that are often associated with advanced age. The Elementary Effects (Morris) method and visualization of the results are implemented in R and three model drugs representing Biopharmaceutical Classification System classes I-III that are expected to exhibit some sensitivity to three age-associated hypotheses were successfully tested.

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利用 PBPK-GSA 方法分析与年龄相关的吸收变化的参数影响因素
由于口服药物后药物暴露量增加,高龄人群出现不良反应的风险可能会增加。高个体间变异性和缺乏数据等因素导致对吸收在这一人群药代动力学变化中所起作用的描述不够准确。基于生理学的药代动力学(PBPK)模型在药物开发过程中的应用越来越广泛,因为在药物间相互作用或老年人等特殊人群等非典型情况下,这些模型具有独特的优势。在依赖各种数据来源的同时,还采用了包括参数估计和敏感性分析技术在内的辅助工具来支持模型开发和其他应用。然而,在大多数使用敏感性分析的 PBPK 模型报告中,敏感性分析大多局限于局部技术。这是不利的,因为局部灵敏度分析不适合风险分析,因为风险分析需要评估参数之间的相互作用和输入空间的适当覆盖范围,以便更好地估计和随后减轻相关现象的影响。因此,本研究试图将全局敏感性分析筛选方法与基于 PK-Sim® 的 PBPK 模型结合起来,以描述通常与高龄有关的潜在吸收变化的后果。在 R 中实现了基本效应(Morris)方法和结果的可视化,并成功测试了代表生物制药分类系统 I-III 类的三种模型药物,这些药物预计会对三种与年龄相关的假设表现出一定的敏感性。
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来源期刊
CiteScore
9.60
自引率
2.20%
发文量
248
审稿时长
50 days
期刊介绍: The journal publishes research articles, review articles and scientific commentaries on all aspects of the pharmaceutical sciences with emphasis on conceptual novelty and scientific quality. The Editors welcome articles in this multidisciplinary field, with a focus on topics relevant for drug discovery and development. More specifically, the Journal publishes reports on medicinal chemistry, pharmacology, drug absorption and metabolism, pharmacokinetics and pharmacodynamics, pharmaceutical and biomedical analysis, drug delivery (including gene delivery), drug targeting, pharmaceutical technology, pharmaceutical biotechnology and clinical drug evaluation. The journal will typically not give priority to manuscripts focusing primarily on organic synthesis, natural products, adaptation of analytical approaches, or discussions pertaining to drug policy making. Scientific commentaries and review articles are generally by invitation only or by consent of the Editors. Proceedings of scientific meetings may be published as special issues or supplements to the Journal.
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