{"title":"复发性自身免疫性疾病免疫治疗的线性最优控制模型","authors":"K. Azib, M.P. Machado Ramos, C. Ribeiro","doi":"10.1016/j.chaos.2025.116483","DOIUrl":null,"url":null,"abstract":"<div><div>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.</div></div>","PeriodicalId":9764,"journal":{"name":"Chaos Solitons & Fractals","volume":"198 ","pages":"Article 116483"},"PeriodicalIF":5.6000,"publicationDate":"2025-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"A linear optimal control model of immunotherapy for recurrent autoimmune disease\",\"authors\":\"K. Azib, M.P. Machado Ramos, C. Ribeiro\",\"doi\":\"10.1016/j.chaos.2025.116483\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>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.</div></div>\",\"PeriodicalId\":9764,\"journal\":{\"name\":\"Chaos Solitons & Fractals\",\"volume\":\"198 \",\"pages\":\"Article 116483\"},\"PeriodicalIF\":5.6000,\"publicationDate\":\"2025-05-10\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Chaos Solitons & Fractals\",\"FirstCategoryId\":\"100\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0960077925004965\",\"RegionNum\":1,\"RegionCategory\":\"数学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"MATHEMATICS, INTERDISCIPLINARY APPLICATIONS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Chaos Solitons & Fractals","FirstCategoryId":"100","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0960077925004965","RegionNum":1,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"MATHEMATICS, INTERDISCIPLINARY APPLICATIONS","Score":null,"Total":0}
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.
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.