From Cell-Cell Interaction to Stochastic and Deterministic Descriptions of a Cancer-Immune System Competition Model

被引:1
作者
Morgado, Gabriel [1 ]
Lemarchand, Annie [1 ]
Bianca, Carlo [2 ]
机构
[1] Sorbonne Univ, Lab Phys Theor Matiere Condensee, CNRS, 4 Pl Jussieu,Case Courrier 121, F-75252 Paris 05, France
[2] Univ Paris Pantheon Assas, EFREI Res Lab, 30-32 Ave Republ, F-94800 Villejuif, France
关键词
cancer; immune system; thermostatted kinetic theory; master equation; macroscopic equations; 3Es of immunotherapy; KAC EQUATION; TUMOR; OSCILLATIONS; IMMUNOLOGY; SIMULATION; EVOLUTION;
D O I
10.3390/math11092188
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
We consider a cell-cell interaction model of competition between cancer cells and immune system cells, first introduced in the framework of the thermostatted kinetic theory, and derive a master equation for the probability of the number of cancer cells and immune system cells for a given activity. Macroscopic deterministic equations for the concentrations and mean activities of cancer cells and immune system cells are deduced from the kinetic equations. The conditions for which the 3Es of immunotherapy (elimination, equilibrium, and escape) are reproduced are discussed. Apparent elimination of cancer followed by a long pseudo-equilibrium phase and the eventual escape of cancer from the control of the immune system are observed in the three descriptions. The macroscopic equations provide an analytical approach to the transition observed in the simulations of both the kinetic equations and the master equation. For efficient control of activity fluctuations, the steady states associated with the elimination of either cancer or immune system disappear and are replaced by a steady state in which cancer is controlled by the immune system.
引用
收藏
页数:25
相关论文
共 50 条
  • [1] Sustained Coevolution in a Stochastic Model of Cancer-Immune Interaction
    George, Jason T.
    Levine, Herbert
    CANCER RESEARCH, 2020, 80 (04) : 811 - 819
  • [2] Reconstructing the cell-cell interaction network among mouse immune cells
    Azadian, Somayeh
    Doustmohammadi, Alireza
    Naseri, Mohadeseh
    Khodarahmi, Masoud
    Arab, Seyed Shahriar
    Yazdanifar, Mahboubeh
    Zahiri, Javad
    Lewis, Nathan E.
    BIOTECHNOLOGY AND BIOENGINEERING, 2023, 120 (09) : 2756 - 2764
  • [3] Applications and evolution of 3D cancer-immune cell models
    Co, Ileana L.
    Fomina, Aleksandra
    Nurse, Michelle
    Mcguigan, Alison P.
    TRENDS IN BIOTECHNOLOGY, 2024, 42 (12) : 1615 - 1627
  • [4] The promising application of cell-cell interaction analysis in cancer from single-cell and spatial transcriptomics
    Wang, Xinyi
    Almet, Axel A.
    Nie, Qing
    SEMINARS IN CANCER BIOLOGY, 2023, 95 : 42 - 51
  • [5] A feedback model for leukemia including cell competition and the action of the immune system
    Balea, S.
    Halanay, A.
    Neamtu, M.
    10TH INTERNATIONAL CONFERENCE ON MATHEMATICAL PROBLEMS IN ENGINEERING, AEROSPACE AND SCIENCES (ICNPAA 2014), 2014, 1637 : 1316 - 1324
  • [6] A deterministic and stochastic model for the system dynamics of tumor-immune responses to chemotherapy
    Liu, Xiangdong
    Li, Qingze
    Pan, Jianxin
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2018, 500 : 162 - 176
  • [7] Mathematical Model of Pancreatic Cancer Cell Dynamics Considering the Set of Sequential Mutations and Interaction with the Immune System
    Bratus, Alexander S.
    Leslie, Nicholas
    Chamo, Michail
    Grebennikov, Dmitry
    Savinkov, Rostislav
    Bocharov, Gennady
    Yurchenko, Daniil
    MATHEMATICS, 2022, 10 (19)
  • [8] A Model for the Epigenetic Switch Linking Inflammation to Cell Transformation: Deterministic and Stochastic Approaches
    Gerard, Claude
    Gonze, Didier
    Lemaigre, Frederic
    Novak, Bela
    PLOS COMPUTATIONAL BIOLOGY, 2014, 10 (01)
  • [9] Mathematical model for the competitive interaction between cancer cells and the immune system with cancer therapy
    Mesa-Zoran, Jesus A.
    Camargo-Amado, Ruben J.
    Barradas, Ignacio
    INGENIERIA Y COMPETITIVIDAD, 2022, 24 (02):
  • [10] The Immune System As a New Possible Cell Target for AFP 464 in a Spontaneous Mammary Cancer Mouse Model
    Callero, Mariana A.
    Rodriguez, Cristina E.
    Solimo, Aldana
    de Kier Joffe, Elisa Bal
    Loaiza Perez, Andrea I.
    JOURNAL OF CELLULAR BIOCHEMISTRY, 2017, 118 (09) : 2841 - 2849