Model-based control of tumor progression

M. Hadjiandreou, G. Mitsis
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引用次数: 1

Abstract

This paper presents our work on the application of mathematical modeling and optimal control techniques in the modeling of tumor progression and optimal treatment planning. We present a pharmacokinetic-pharmacodynamic approach to the modeling of tumor progression in mice. Specifically, we describe colon cancer progression in both untreated mice as well as mice treated with anti-cancer agents. We also a present pharmacokinetic model to describe the drug kinetics in the body as well as toxicity models to describe the severity of side-effects. Lastly, we propose a promising methodology by which cancer progression in mice with drug-resistance can be controlled. By using optimal control, we demonstrate that the optimal planning of the frequency and magnitude of treatment breaks is key to cancer control in subjects with resistance and should be further investigated in an experimental setting, which is currently underway.
基于模型的肿瘤进展控制
本文介绍了我们在数学建模和最优控制技术在肿瘤进展建模和最优治疗计划中的应用。我们提出了一种药代动力学-药效学方法来模拟小鼠肿瘤进展。具体来说,我们描述了未经治疗的小鼠和接受抗癌药物治疗的小鼠的结肠癌进展。我们还建立了目前的药代动力学模型来描述药物在体内的动力学以及毒性模型来描述副作用的严重程度。最后,我们提出了一种有希望的方法,通过这种方法可以控制耐药小鼠的癌症进展。通过使用最优控制,我们证明了治疗中断频率和幅度的最优规划是耐药性受试者癌症控制的关键,应该在实验环境中进一步研究,目前正在进行中。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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