Dynamics of a stochastic tumor–immune interaction system

IF 2.9 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY
Anqi Wang, Dandan Xue, Zhanyu Wang, Jian Zhao, Feng Rao
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引用次数: 0

Abstract

To investigate the effects of environmental factors on tumor growth and the immune response, we have developed a stochastic model of the tumor–immune system, which encompasses tumor cells, NK cells, CD\(8^+\) T cells, and dendritic cells. Initially, we analyzed the deterministic version of the system, deriving the threshold conditions for the local asymptotic stability of the equilibrium point in accordance with the stability theory of differential equations. For the stochastic version, we utilized Itô’s formula and Lyapunov analysis techniques to confirm the existence of a unique global positive solution and to identify sufficient conditions for the mean persistence of the system. Furthermore, we applied the stochastic maximum principle to devise optimal control strategies for the prevention and control of tumor cell proliferation. Our numerical simulations reveal that varying levels of noise intensity result in different outcomes for tumor cells, NK cells, CD\(8^+\) T cells, and dendritic cells, including persistence and extinction. These findings offer critical insights that can guide the development of strategies for preventing and managing tumor progression.

随机肿瘤-免疫相互作用系统动力学
为了研究环境因素对肿瘤生长和免疫反应的影响,我们建立了一个肿瘤免疫系统的随机模型,其中包括肿瘤细胞、NK细胞、CD \(8^+\) T细胞和树突状细胞。首先,我们分析了系统的确定性版本,根据微分方程的稳定性理论推导了平衡点局部渐近稳定的阈值条件。对于随机版本,我们利用Itô的公式和Lyapunov分析技术来确认唯一全局正解的存在性,并确定系统平均持续性的充分条件。在此基础上,应用随机极大值原理设计了肿瘤细胞增殖的最优控制策略。我们的数值模拟显示,不同水平的噪声强度会导致肿瘤细胞、NK细胞、CD \(8^+\) T细胞和树突状细胞的不同结果,包括持续和消失。这些发现提供了重要的见解,可以指导预防和管理肿瘤进展的策略的发展。
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来源期刊
The European Physical Journal Plus
The European Physical Journal Plus PHYSICS, MULTIDISCIPLINARY-
CiteScore
5.40
自引率
8.80%
发文量
1150
审稿时长
4-8 weeks
期刊介绍: The aims of this peer-reviewed online journal are to distribute and archive all relevant material required to document, assess, validate and reconstruct in detail the body of knowledge in the physical and related sciences. The scope of EPJ Plus encompasses a broad landscape of fields and disciplines in the physical and related sciences - such as covered by the topical EPJ journals and with the explicit addition of geophysics, astrophysics, general relativity and cosmology, mathematical and quantum physics, classical and fluid mechanics, accelerator and medical physics, as well as physics techniques applied to any other topics, including energy, environment and cultural heritage.
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