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基于蛋氨酸饥饿的抗癌药物的药代动力学/药效学模型。

Pharmacokinetic/pharmacodynamic model of a methionine starvation based anti-cancer drug.

机构信息

Institut Camille Jordan, UMR 5208 CNRS, University Lyon 1, 69622, Villeurbanne, France.

Institute of Mechanical Engineering Problems, 199178, Saint Petersburg, Russia.

出版信息

Med Biol Eng Comput. 2023 Jul;61(7):1697-1722. doi: 10.1007/s11517-023-02786-2. Epub 2023 Mar 7.

Abstract

A new therapeutic approach against cancer is developed by the firm Erytech. This approach is based on starved cancer cells of an amino acid essential to their growth (the L-methionine). The depletion of plasma methionine level can be induced by an enzyme, the methionine-γ-lyase. The new therapeutic formulation is a suspension of erythrocytes encapsulating the activated enzyme. Our work reproduces a preclinical trial of a new anti-cancer drug with a mathematical model and numerical simulations in order to replace animal experiments and to have a deeper insight on the underlying processes. With a combination of a pharmacokinetic/pharmacodynamic model for the enzyme, substrate, and co-factor with a hybrid model for tumor, we develop a "global model" that can be calibrated to simulate different human cancer cell lines. The hybrid model includes a system of ordinary differential equations for the intracellular concentrations, partial differential equations for the concentrations of nutrients and drugs in the extracellular matrix, and individual based model for cancer cells. This model describes cell motion, division, differentiation, and death determined by the intracellular concentrations. The models are developed on the basis of experiments in mice carried out by Erytech. Parameters of the pharmacokinetics model were determined by fitting a part of experimental data on the concentration of methionine in blood. Remaining experimental protocols effectuated by Erytech were used to validate the model. The validated PK model allowed the investigation of pharmacodynamics of cell populations. Numerical simulations with the global model show cell synchronization and proliferation arrest due to treatment similar to the available experiments. Thus, computer modeling confirms a possible effect of treatment based on the decrease of methionine concentration. The main goal of the study is the development of an integrated pharmacokinetic/pharmacodynamic model for encapsulated methioninase and of a mathematical model of tumor growth/regression in order to determine the kinetics of L-methionine depletion after co-administration of Erymet product and Pyridoxine.

摘要

一家名为 Erytech 的公司开发了一种针对癌症的新治疗方法。该方法基于使癌细胞缺乏一种对其生长至关重要的氨基酸(L-蛋氨酸)。通过一种酶,即蛋氨酸-γ-裂解酶,可以诱导血浆蛋氨酸水平的消耗。新的治疗制剂是一种包裹激活酶的红细胞悬浮液。我们的工作使用数学模型和数值模拟再现了一种新抗癌药物的临床前试验,以替代动物实验,并深入了解潜在的过程。我们结合了酶、底物和辅助因子的药代动力学/药效动力学模型以及肿瘤的混合模型,开发了一种“全局模型”,该模型可以通过校准来模拟不同的人类癌细胞系。混合模型包括一个细胞内浓度的常微分方程系统、一个细胞外基质中营养物质和药物浓度的偏微分方程系统以及一个基于个体的癌细胞模型。该模型描述了由细胞内浓度决定的细胞运动、分裂、分化和死亡。该模型是在 Erytech 在小鼠身上进行的实验基础上开发的。药代动力学模型的参数是通过拟合部分关于血液中蛋氨酸浓度的实验数据来确定的。Erytech 实施的其余实验方案用于验证模型。验证后的 PK 模型允许研究细胞群体的药效动力学。使用全局模型进行的数值模拟显示,由于治疗导致细胞同步化和增殖停滞,与现有实验相似。因此,计算机建模证实了基于蛋氨酸浓度降低的治疗可能产生的效果。该研究的主要目标是开发一种封装蛋氨酸酶的综合药代动力学/药效动力学模型和一种肿瘤生长/消退的数学模型,以确定在共同给予 Erymet 产品和吡哆醇后 L-蛋氨酸耗竭的动力学。

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