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控制理论与癌症化疗:它们如何相互作用。

Control Theory and Cancer Chemotherapy: How They Interact.

作者信息

Lecca Paola

机构信息

Faculty of Computer Science, Free University of Bozen-Bolzano, Bolzano, Italy.

出版信息

Front Bioeng Biotechnol. 2021 Jan 14;8:621269. doi: 10.3389/fbioe.2020.621269. eCollection 2020.

Abstract

Control theory arises in most modern real-life applications, not least in biological and medical applications. In particular, in biological and medical contexts, the role of control theory began to take shape in the early 1980s when the first works appeared on the application of control theory in models of pharmacokinetics and pharmacodynamics for antitumor therapies. Forty years after those first works, the theory of control continues to be considered a mathematical analysis tool of extreme importance and usefulness, but the challenges it must overcome in order to manage the complexity of biological processes are in fact not yet overcome. In this article, we introduce the reader to the basic ideas of control theory, its aims and its mathematical formalization, and we review its use in cell phase-specific models for cancer chemotherapy. We discuss strengths and limitations of the control theory approach to the analysis pharmacokinetics and pharmacodynamics models, and we will see that most of them are strongly related to data availability and mathematical form of the model. We propose some future research directions that could prove useful in overcoming the these limitations and we indicate the crucial steps preliminary to a useful and informative application of control theory to cancer chemotherapy modeling.

摘要

控制理论出现在大多数现代实际应用中,尤其是在生物学和医学应用中。特别是在生物学和医学领域,控制理论的作用在20世纪80年代初开始形成,当时第一批关于控制理论在抗肿瘤治疗的药代动力学和药效学模型中的应用的著作问世。在这些首批著作出现40年后,控制理论仍然被认为是一种极其重要和有用的数学分析工具,但它为应对生物过程的复杂性而必须克服的挑战实际上尚未得到解决。在本文中,我们向读者介绍控制理论的基本思想、其目标及其数学形式化,并回顾其在癌症化疗细胞阶段特异性模型中的应用。我们讨论了控制理论方法在分析药代动力学和药效学模型方面的优势和局限性,并且我们将看到,其中大多数与数据可用性和模型的数学形式密切相关。我们提出了一些未来的研究方向,这些方向可能被证明有助于克服这些局限性,并且我们指出了将控制理论有效且有意义地应用于癌症化疗建模之前的关键步骤。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a2d6/7841331/e481e1d1f380/fbioe-08-621269-g0001.jpg

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