On the dynamics and optimal control of a mathematical model of neuroblastoma and its treatment: Insights from a mathematical model

被引:2
|
作者
Otero, Jose Garcia [1 ]
Bodzioch, Mariusz [2 ]
Belmonte-Beitia, Juan [1 ]
机构
[1] Univ Castilla La Mancha, Math Oncol Lab MOLAB, Avda Camilo Jose Cela S-N, Ciudad Real 13071, Spain
[2] Univ Warmia & Mazury, Fac Math & Comp Sci, Sloneczna 54, PL-10710 Olsztyn, Poland
关键词
Mathematical model; neuroblastoma; cancer; oncolytic virus; Celyvir; mathematical oncology; optimal control; MESENCHYMAL STEM-CELLS; OF-THE-ART; ONCOLYTIC VIROTHERAPY; PARAMETER-ESTIMATION; CANCER; THERAPIES; DELIVERY; VEHICLES; VIRUSES; JX-594;
D O I
10.1142/S0218202524500210
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Celyvir is an advanced therapy medicine, consisting of mesenchymal stem cells (MSCs) containing the oncolytic virus ICOVIR 5. This paper sets out a dynamic system which attempts to capture the fundamental relationships between cancer, the immune system and adenoviruses. Two forms of treatment were studied: continuous and periodic, the second being closer to the real situation. In the analysis of the first model, in addition to identifying the critical points, their properties and bifurcation points, a number of numerical simulations were carried out. It has thus been shown that there are bistability regimes in which Celyvir can produce an equilibrium of tumor progression, or even freedom from tumor. A sensitivity analysis was also performed to determine which parameters are most important in the system. Subsequently, an optimal control problem with nonlinear objective functional has been formulated, where the therapeutic goal is not only to minimize the size of the tumor cell population and the total cost of treatment, but also to prevent the tumor from reaching a critical size. It has been shown that the optimal control is bang-bang. With the second model, a threshold value of viral load has been identified at which the success of the treatment could be ensured. It is clear in both models that a low viral load would lead to relapse of the disease. Finally, it is shown that a periodic bang-bang regime should be used to optimize treatment with Celyvir.
引用
收藏
页码:1235 / 1278
页数:44
相关论文
共 50 条
  • [21] A Mathematical Model and Optimal Control Analysis for Scholar Drop Out
    Kourrad, Ahmed
    Alabkari, Amine
    Adnaoui, Khalid
    Lahmidi, Fouad
    Tabit, Youssef
    EL Adraoui, Abderrahim
    BOLETIM SOCIEDADE PARANAENSE DE MATEMATICA, 2023, 41 : 14 - 14
  • [22] Research on Mathematical Model of Optimal Control System for Sport Training
    Han, Siyin
    Xu, Benli
    Xu, Weifu
    PROCEEDINGS OF THE 8TH INTERNATIONAL SYMPOSIUM ON COMPUTER SCIENCE IN SPORT (IACSS2011), 2011, : 534 - 538
  • [23] A modified optimal control for the mathematical model of dengue virus with vaccination
    Pongsumpun, Puntipa
    Lamwong, Jiraporn
    Tang, I-Ming
    Pongsumpun, Puntani
    AIMS MATHEMATICS, 2023, 8 (11): : 27460 - 27487
  • [24] DYNAMICS AND CONTROL OF A MATHEMATICAL MODEL FOR METRONOMIC CHEMOTHERAPY
    Ledzewicz, Urszula
    Amini, Beiirooz
    Schaettler, Heinz
    MATHEMATICAL BIOSCIENCES AND ENGINEERING, 2015, 12 (06) : 1257 - 1275
  • [25] Mathematical analysis of global dynamics and optimal control of treatment for an age-structured HBV infection model
    Liu, Lili
    Ma, Xiaomin
    Li, Yazhi
    Liu, Xianning
    CHAOS SOLITONS & FRACTALS, 2023, 177
  • [26] OPTIMAL CONTROL BASED IN A MATHEMATICAL MODEL APPLIED TO ROBOTIC ARMS
    De Jesus Rubio, Jose
    Torres, Cesar
    Aguilar, Carlos
    INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2011, 7 (08): : 5045 - 5062
  • [27] Mathematical modeling and optimal control of corruption dynamics
    Athithan, S.
    Ghosh, Mini
    Li, Xue-Zhi
    ASIAN-EUROPEAN JOURNAL OF MATHEMATICS, 2018, 11 (06)
  • [28] Optimal response to chemotherapy for a mathematical model of tumor-immune dynamics
    Ledzewicz, Urszula
    Naghnaeian, Mohammad
    Schaettler, Heinz
    JOURNAL OF MATHEMATICAL BIOLOGY, 2012, 64 (03) : 557 - 577
  • [29] Pathogenesis, treatment effects, and resistance dynamics in chronic myeloid leukemia - insights from mathematical model analyses
    Ingo Roeder
    Ingmar Glauche
    Journal of Molecular Medicine, 2008, 86 : 17 - 27
  • [30] Pathogenesis, treatment effects, and resistance dynamics in chronic myeloid leukemia - insights from mathematical model analyses
    Roeder, Ingo
    Glauche, Ingmar
    JOURNAL OF MOLECULAR MEDICINE-JMM, 2008, 86 (01): : 17 - 27