达尔文动力学的稳定性:种内竞争和人类干预的影响。

IF 1.6 4区 数学 Q2 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS
Dynamic Games and Applications Pub Date : 2025-01-01 Epub Date: 2025-03-20 DOI:10.1007/s13235-025-00629-3
Mohammadreza Satouri, Jafar Rezaei, Kateřina Staňková
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引用次数: 0

摘要

我们分析了人类干预下多态生态进化系统博弈论模型的稳定性。我们的目标是了解这种人为干预和系统内竞争的强度如何影响系统的稳定性,并以癌症治疗为例进行研究。在这个案例研究中,医生使用抗癌治疗,而癌症,由治疗敏感和治疗抵抗的癌细胞组成,根据达尔文进化论,通过进化或多或少的治疗诱导抗性来应对。我们分析了癌症生态进化平衡的存在和稳定性如何依赖于两种不同类型癌细胞之间的治疗剂量和竞争速率。我们还确定了阻力无界增长的初始条件。此外,我们采用水平集方法寻找相应的Hamilton-Jacobi方程的黏度解来估计所发现的生态进化平衡的吸引盆地,并模拟这些估计盆地内外典型的癌症生态进化动力学。虽然我们在癌症治疗案例研究中说明了我们的结果,但它们可以推广到人类旨在遏制、根除或拯救达尔文系统的任何情况,例如管理抗菌素耐药性、渔业管理和害虫管理。获得的结果有助于我们理解人类干预和种内竞争对遏制、根除或拯救进化物种的可能性的影响。这将有助于我们控制这样的系统。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Stability of the Darwinian Dynamics: Effect of Intraspecific Competition and Human Intervention.

We analyze the stability of a game-theoretic model of a polymorphic eco-evolutionary system in the presence of human intervention. The goal is to understand how the intensity of this human intervention and competition within the system impact its stability, with cancer treatment as a case study. In this case study, the physician applies anti-cancer treatment, while cancer, consisting of treatment-sensitive and treatment-resistant cancer cells, responds by evolving more or less treatment-induced resistance, according to Darwinian evolution. We analyze how the existence and stability of the cancer eco-evolutionary equilibria depend on the treatment dose and rate of competition between cancer cells of the two different types. We also identify initial conditions for which the resistance grows unbounded. In addition, we adopt the level-set method to find viscosity solutions of the corresponding Hamilton-Jacobi equation to estimate the basins of attraction of the found eco-evolutionary equilibria and simulate typical eco-evolutionary dynamics of cancer within and outside these estimated basins. While we illustrate our results on the cancer treatment case study, they can be generalized to any situation where a human aims at containing, eradicating, or saving Darwinian systems, such as in managing antimicrobial resistance, fisheries management, and pest management. The obtained results help our understanding of the impact of human interventions and intraspecific competition on the possibility of containing, eradicating, or saving evolving species. This will help us with our ability to control such systems.

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来源期刊
Dynamic Games and Applications
Dynamic Games and Applications MATHEMATICS, INTERDISCIPLINARY APPLICATIONS-
CiteScore
3.20
自引率
13.30%
发文量
67
期刊介绍: Dynamic Games and Applications is devoted to the development of all classes of dynamic games, namely, differential games, discrete-time dynamic games, evolutionary games, repeated and stochastic games, and their applications in all fields
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