复发性自身免疫性疾病免疫治疗的线性最优控制模型

IF 5.6 1区 数学 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS
K. Azib, M.P. Machado Ramos, C. Ribeiro
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引用次数: 0

摘要

在这项工作中,我们改进了最近用于评估自身免疫性疾病药物治疗效果的数学模型,纳入了由于与宿主环境中细胞相互作用而导致的所有细胞群的自然死亡,并考虑到由于外界环境因素而导致的自身抗原呈递细胞的持续输入,外界环境因素被认为会触发对这种疾病易感性的自身免疫。我们推导了动力学模型的宏观类比,并证明了解的正性和适定性。然后,我们检验了相应动力系统的平衡及其稳定性。我们证明了连续振荡的发生是由于Hopf分岔的存在。我们制定了一个与模型相关的线性最优控制问题,使自反应T细胞的数量和给予的白细胞介素-2细胞因子的数量同时最小化。该模型的数值模拟表明了治疗策略的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A linear optimal control model of immunotherapy for recurrent autoimmune disease
In this work, we improve a recent mathematical model for evaluating the effects of drug treatments in autoimmune diseases, incorporating the natural death of all cell populations due to interactions with cells in the host environment and taking into account a constant input of self-antigen presenting cells, due to external environmental factors that are believed to trigger autoimmunity in people with susceptibility to this disease. We derive macro-analogies of the kinetic model and demonstrate the positivity and well-posedness of the solution. We then examine the equilibrium of the corresponding dynamical system and its stability. We show that continuous oscillations occur due to the existence of a Hopf bifurcation. We formulate a linear optimal control problem relevant to the model such that the number of self-reactive T cells and the amount of interleukin-2 cytokines that is administrated are simultaneously minimized. Numerical simulations of the model show the effectiveness of the therapeutic strategies.
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来源期刊
Chaos Solitons & Fractals
Chaos Solitons & Fractals 物理-数学跨学科应用
CiteScore
13.20
自引率
10.30%
发文量
1087
审稿时长
9 months
期刊介绍: Chaos, Solitons & Fractals strives to establish itself as a premier journal in the interdisciplinary realm of Nonlinear Science, Non-equilibrium, and Complex Phenomena. It welcomes submissions covering a broad spectrum of topics within this field, including dynamics, non-equilibrium processes in physics, chemistry, and geophysics, complex matter and networks, mathematical models, computational biology, applications to quantum and mesoscopic phenomena, fluctuations and random processes, self-organization, and social phenomena.
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