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通过动力学建模揭示导致药物性肝损伤的细胞途径。

Unraveling cellular pathways contributing to drug-induced liver injury by dynamical modeling.

作者信息

Kuijper Isoude A, Yang Huan, Van De Water Bob, Beltman Joost B

机构信息

a Division of Toxicology, Leiden Academic Centre for Drug Research , Leiden University , Leiden , The Netherlands.

出版信息

Expert Opin Drug Metab Toxicol. 2017 Jan;13(1):5-17. doi: 10.1080/17425255.2017.1234607. Epub 2016 Sep 23.

Abstract

Drug-induced liver injury (DILI) is a significant threat to human health and a major problem in drug development. It is hard to predict due to its idiosyncratic nature and which does not show up in animal trials. Hepatic adaptive stress response pathway activation is generally observed in drug-induced liver injury. Dynamical pathway modeling has the potential to foresee adverse effects of drugs before they go in trial. Ordinary differential equation modeling can offer mechanistic insight, and allows us to study the dynamical behavior of stress pathways involved in DILI. Areas covered: This review provides an overview on the progress of the dynamical modeling of stress and death pathways pertinent to DILI, i.e. pathways relevant for oxidative stress, inflammatory stress, DNA damage, unfolded proteins, heat shock and apoptosis. We also discuss the required steps for applying such modeling to the liver. Expert opinion: Despite the strong progress made since the turn of the century, models of stress pathways have only rarely been specifically applied to describe pathway dynamics for DILI. We argue that with minor changes, in some cases only to parameter values, many of these models can be repurposed for application in DILI research. Combining both dynamical models with in vitro testing might offer novel screening methods for the harmful side-effects of drugs.

摘要

药物性肝损伤(DILI)对人类健康构成重大威胁,也是药物研发中的一个主要问题。由于其特异质性,且在动物试验中不出现,因此很难预测。在药物性肝损伤中通常会观察到肝脏适应性应激反应途径的激活。动态途径建模有潜力在药物进入试验之前预见其不良反应。常微分方程建模可以提供机制性见解,并使我们能够研究药物性肝损伤中涉及的应激途径的动态行为。涵盖领域:本综述概述了与药物性肝损伤相关的应激和死亡途径的动态建模进展,即与氧化应激、炎症应激、DNA损伤、未折叠蛋白、热休克和凋亡相关的途径。我们还讨论了将这种建模应用于肝脏所需的步骤。专家观点:尽管自世纪之交以来取得了很大进展,但应激途径模型很少专门用于描述药物性肝损伤的途径动态。我们认为,只需进行微小的改变,在某些情况下仅改变参数值,这些模型中的许多就可以重新用于药物性肝损伤研究。将动态模型与体外测试相结合可能会为药物的有害副作用提供新的筛选方法。

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