Treatment of melanoma with dendritic cell vaccines and immune checkpoint inhibitors: A mathematical modeling study

被引:2
作者
Xue, Ling [1 ,2 ]
Zhang, Hongyu [1 ,2 ]
Zheng, Xiaoming [3 ]
Sun, Wei [1 ,2 ]
Lei, Jinzhi [4 ]
机构
[1] Harbin Engn Univ, Coll Intelligent Syst Sci & Engn, Harbin 150001, Heilongjiang, Peoples R China
[2] Harbin Engn Univ, Coll Math Sci, Harbin 150001, Heilongjiang, Peoples R China
[3] Cent Michigan Univ, Dept Math, Mt Pleasant, MI 48859 USA
[4] Tiangong Univ, Ctr Appl Math, Sch Math Sci, Tianjin 300387, Peoples R China
基金
中国国家自然科学基金;
关键词
Hopf bifurcation; Melanoma; Tumor-immune system; Dendritic cell vaccines; Immune checkpoint inhibitors; Combined therapy; NONLINEAR DYNAMICS; THERAPY; TUMORS;
D O I
10.1016/j.jtbi.2023.111489
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Dendritic cell (DC) vaccines and immune checkpoint inhibitors (ICIs) play critical roles in shaping the immune responses of tumor cells (TCs) and are widely used in cancer immunotherapies. Quantitatively evaluating the effectiveness of these therapies are essential for the optimization of treatment strategies. Here, based on the combined therapy of melanoma with DC vaccines and ICIs, we formulated a mathematical model to investigate the dynamic interactions between TCs and the immune system and understand the underlying mechanisms of immunotherapy. First, we obtained a threshold parameter for the growth of TCs, which is given by the ratio of spontaneous proliferation to immune inhibition. Next, we proved the existence and locally asymptotic stability of steady states of tumor-free, tumor-dominant, and tumor-immune coexistent equilibria, and identified the existence of Hopf bifurcation of the proposed model. Furthermore, global sensitivity analysis showed that the growth of TCs strongly correlates with the injection rate of DC vaccines, the activation rate of CTLs, and the killing rate of TCs. Finally, we tested the efficacy of multiple monotherapies and combined therapies with model simulations. Our results indicate that DC vaccines can decelerate the growth of TCs, and ICIs can inhibit the growth of TCs. Besides, both therapies can prolong the lifetime of patients, and the combined therapy of DC vaccines and ICIs can effectively eradicate TCs.
引用
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页数:15
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  • [1] A nonlinear mathematical model of cell-mediated immune response for tumor phenotypic heterogeneity
    Alvarez, Robinson F.
    Barbuto, Jose A. M.
    Venegeroles, Roberto
    [J]. JOURNAL OF THEORETICAL BIOLOGY, 2019, 471 : 42 - 50
  • [2] Dendritic cell therapy in melanoma
    Alvarez-Dominguez, Carmen
    Calderon-Gonzalez, Ricardo
    Teran-Navarro, Hector
    Salcines-Cuevas, David
    Garcia-Castano, Almudena
    Freire, Javier
    Gomez-Roman, Javier
    Rivera, Fernando
    [J]. ANNALS OF TRANSLATIONAL MEDICINE, 2017, 5 (19) : 1 - 9
  • [3] MATHEMATICAL MODELING OF IN-VIVO TUMOR-IMMUNE INTERACTIONS FOR THE CANCER IMMUNOTHERAPY USING MATURED DENDRITIC CELLS
    Arabameri, Abazar
    Asemani, Davud
    Hajati, Jamshid
    [J]. JOURNAL OF BIOLOGICAL SYSTEMS, 2018, 26 (01) : 167 - 188
  • [4] Regression in primary cutaneous melanoma: etiopathogenesis and clinical significance
    Aung, Phyu P.
    Nagarajan, Priyadharsini
    Prieto, Victor G.
    [J]. LABORATORY INVESTIGATION, 2017, 97 (06) : 657 - 668
  • [5] Biological Consequences of MHC-II Expression by Tumor Cells in Cancer
    Axelrod, Margaret L.
    Cook, Rebecca S.
    Johnson, Douglas B.
    Balko, Justin M.
    [J]. CLINICAL CANCER RESEARCH, 2019, 25 (08) : 2392 - 2402
  • [6] CD4+ T cell help in cancer immunology and immunotherapy
    Borst, Jannie
    Ahrends, Tomasz
    Babala, Nikolina
    Melief, Cornelis J. M.
    Kastenmueller, Wolfgang
    [J]. NATURE REVIEWS IMMUNOLOGY, 2018, 18 (10) : 635 - 647
  • [7] BRAY F, 2018, CA-CANCER J CLIN, V68, P394, DOI [DOI 10.3322/CANJCLIN.49.1.33, DOI 10.3322/CAAC.21492]
  • [8] Pharmacological combination of nivolumab with dendritic cell vaccines in cancer immunotherapy: An overview
    Calmeiro, Joao
    Carrascal, Mylene A.
    Ramos Tavares, Adriana
    Alexandre Ferreira, Daniel
    Gomes, Celia
    Teresa Cruz, Maria
    Falcao, Amilcar
    Miguel Neves, Bruno
    [J]. PHARMACOLOGICAL RESEARCH, 2021, 164
  • [9] Carlino MS, 2021, LANCET, V398, P1002, DOI 10.1016/S0140-6736(21)01206-X
  • [10] A NONLINEAR DELAY MODEL DESCRIBING THE GROWTH OF TUMOR CELLS UNDER IMMUNE SURVEILLANCE AGAINST CANCER AND ITS STABILITY ANALYSIS
    Chen, Ling
    Ma, Wanbiao
    [J]. INTERNATIONAL JOURNAL OF BIOMATHEMATICS, 2012, 5 (03)