A TUMOR-IMMUNE MODEL WITH MIXED IMMUNOTHERAPY AND CHEMOTHERAPY: QUALITATIVE ANALYSIS AND OPTIMAL CONTROL

被引:3
|
作者
Zhang, Zhibo [1 ]
Li, Sheng [1 ]
Si, Peng [1 ]
Li, Xuefang [2 ]
He, Xiongxiong [1 ]
机构
[1] Zhejiang Univ Technol, Coll Informat Engn, Hangzhou 310023, Peoples R China
[2] Sun Yat Sen Univ, Sch Intelligent Syst Engn, Guangzhou 510275, Peoples R China
关键词
Mixed-Immuno-Chemotherapy; Sensitivity Analysis; Optimal Control; MATHEMATICAL-MODEL; CANCER-IMMUNOTHERAPY; CELLS;
D O I
10.1142/S0218339022500127
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
We develop a mathematical model of tumor-immune interactions, including six populations (tumor cells, CD8(+)T cells, natural killer (NK) cells, dendritic cells, helper T cells, cytokine interleukin-12 (IL-12)) and three potential treatments (chemotherapy, Tumor-infiltrating lymphocyte (TIL) therapy and IL-12 therapy). We characterize the dynamics of our model without treatment through stability and sensitivity analysis, which provides a broad understanding of the long-term qualitative behavior. To find the best combination of the chemo-immunotherapy regimens to eliminate tumors, we formulate an optimal control problem with path constraints of total drug dose and solve it numerically with the optimal control software Pyomo. We also simulate the scenarios of traditional treatment protocols as a comparison and find that our optimal treatment strategies have a better therapeutic effect. In addition, numerical simulation results show that IL-12 therapy is a good adjunctive therapy and has a high potential for inhibiting a large tumor in combination with other therapy. In most cases, combination therapy is more effective than a single treatment.
引用
收藏
页码:339 / 364
页数:26
相关论文
共 50 条
  • [1] Analysis of a hybrid impulsive tumor-immune model with immunotherapy and chemotherapy
    Zhao, Zhong
    Pang, Liuyong
    Li, Qiuying
    [J]. CHAOS SOLITONS & FRACTALS, 2021, 144
  • [2] Optimal control problem for a general reaction-diffusion tumor-immune interaction system of mixed immunotherapy and chemotherapy
    Dai, Feng
    Liu, Bin
    [J]. EUROPEAN JOURNAL OF CONTROL, 2022, 66
  • [3] Optimal response to chemotherapy for a mathematical model of tumor-immune dynamics
    Ledzewicz, Urszula
    Naghnaeian, Mohammad
    Schaettler, Heinz
    [J]. JOURNAL OF MATHEMATICAL BIOLOGY, 2012, 64 (03) : 557 - 577
  • [4] An Optimal Control Approach to Cancer Chemotherapy with Tumor-Immune System Interactions
    Ledzewicz, Urszula
    Schaettler, Heinz
    [J]. MATHEMATICAL MODELS OF TUMOR-IMMUNE SYSTEM DYNAMICS, 2014, 107 : 157 - 196
  • [5] QUALITATIVE ANALYSIS OF A SIMPLE TUMOR-IMMUNE
    Li, Jianquan
    Xie, Xin
    Zhang, Dian
    Li, Jia
    Lin, Xiaolin
    [J]. DISCRETE AND CONTINUOUS DYNAMICAL SYSTEMS-SERIES B, 2021, 26 (10): : 5227 - 5249
  • [6] Qualitative and Computational Analysis of a Mathematical Model for Tumor-Immune Interactions
    Rihan, F. A.
    Safan, M.
    Abdeen, M. A.
    Rahman, D. Abdel
    [J]. JOURNAL OF APPLIED MATHEMATICS, 2012,
  • [7] Analysis of the Dynamics of a Tumor–Immune System with Chemotherapy and Immunotherapy and Quadratic Optimal Control
    Sharma S.
    Samanta G.P.
    [J]. Differential Equations and Dynamical Systems, 2016, 24 (2) : 149 - 171
  • [8] Laser immunotherapy and the tumor-immune system interaction: a mathematical model and analysis
    Laverty, Sean M.
    Dawkins, Bryan A.
    Chen, Wei R.
    [J]. BIOPHOTONICS AND IMMUNE RESPONSES IX, 2014, 8944
  • [9] Optimal Control of a Tumor-Immune System with a Modified Stepanova Cancer Model
    Dassow, Maria
    Djouadi, Seddik
    Moussa, Kaouther
    [J]. IFAC PAPERSONLINE, 2021, 54 (15): : 227 - 232
  • [10] Dynamics analysis in a tumor-immune system with chemotherapy
    刘海英
    杨红丽
    杨联贵
    [J]. Chinese Physics B, 2021, 30 (05) : 705 - 713