Optimal control for a bone metastasis with radiotherapy model using a linear objective functional

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS
Ariel Camacho, Enrique Diaz-Ocampo, S. Jerez
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引用次数: 2

Abstract

Radiation is known to cause genetic damage to highly proliferative cells such as cancer cells. However, the radiotherapy effects  to  bone cells is not completely known. In this work we present a mathematical modeling framework to test hypotheses related to the radiation-induced effects on bone metastasis. Thus, we pose an optimal control problem based  on a Komarova model describing the interactions between cancer cells and  bone cells   at a single site of bone remodeling.  The radiotherapy treatment  is included in the form of a functional which   minimizes the use of radiation using a penalty function. Moreover, we are interested to model the 'on' and the 'off' time states of the radiation schedules;  so we propose an optimal control problem with a L1-type objective functional. Bang-bang or singular arc solutions are the  obtained optimal control solutions. We characterize both solutions types   and explicitly give necessary optimality conditions for them. We present numerical simulations to analyze the different possible radiation effects on the bone and cancer cells. We also evaluate  the more significant parameters to shift from a bang-bang solution to a singular arc solution and vice versa. Additionally, we study a fractionated radiotherapy model.
利用线性目标泛函的放射治疗模型对骨转移进行最优控制
众所周知,辐射会对高度增殖的细胞(如癌细胞)造成遗传损伤。然而,放射治疗对骨细胞的影响尚不完全清楚。在这项工作中,我们提出了一个数学模型框架来测试有关辐射诱导骨转移效应的假设。因此,我们提出了一个基于Komarova模型的最优控制问题,该模型描述了癌细胞和骨细胞在骨重塑的单个位点之间的相互作用。放射治疗以函数的形式包含,该函数使用惩罚函数使辐射的使用最小化。此外,我们有兴趣模拟辐射时间表的“开”和“关”时间状态;因此,我们提出了一个具有l1型目标泛函的最优控制问题。得到的最优控制解为Bang-bang解或奇异弧解。我们描述了这两种解的类型,并明确给出了它们的必要最优性条件。我们提出数值模拟来分析不同可能的辐射对骨细胞和癌细胞的影响。我们还评估了从bang-bang解到奇异弧解的更重要的参数,反之亦然。此外,我们研究了一种分割放疗模型。
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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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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