A Validated Mathematical Model of Tumour-Immune Interactions for Glioblastoma

被引:5
|
作者
Toma, Alina [1 ,2 ]
Castillo, Liliana R. Cisneros [3 ]
Schuetz, Tina A. [1 ,4 ]
Becker, Stefan [1 ,2 ]
Mang, Andreas [1 ]
Regnier-Vigouroux, Anne [3 ,5 ]
Buzug, Thorsten M. [1 ]
机构
[1] Med Univ Lubeck, Inst Med Engn, D-23562 Lubeck, Germany
[2] Ctr Excellence Technol & Engn Med TANDEM, Lubeck, Germany
[3] German Canc Res Ctr, Heidelberg, Germany
[4] Med Univ Lubeck, Grad Sch Comp Med & Life Sci, D-23562 Lubeck, Germany
[5] Johannes Gutenberg Univ Mainz, Fac Biol, D-55122 Mainz, Germany
关键词
Dynamic behavior; Glioma; In-vitro experiments; Microglia; Microscopic images; Probabilistic simulation; INVASION; MICROGLIA/MACROPHAGES; PROGRESSION; MICROGLIA; GLIOMAS;
D O I
10.2174/1573405611309020010
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
This paper provides a new mathematical approach for modelling the influence of the cells of the immune system, more precisely of microglial cells, on the progression of malignant primary brain tumours. A hybrid approach is used to model the cellular tumour progression, the development of the local nutrient concentration and of the density of the extracellular matrix (ECM). Microglia present in the surrounding of brain tumours are activated and attracted by signals emitted by tumour cells, which are described by a partial differential equation. The secretion of matrix degrading enzymes from microglia/macrophages can be modelled with the help of an additional term for the degradation of the ECM. This supports a more invasive migration of tumour cells. Parameter estimation and model validation use data from published studies and from our own in-vitro experiments. To our knowledge, we present for the first time a model of microglial cells in the context of tumour growth. The simulations reproduce quantitatively the in-vitro experimental data on glioma cells invasion and proliferation. Moreover, the experimental in-silico results match with the cell behaviour reported in the literature. The proposed model, thus, is a promising approach for modelling brain tumour growth at the cellular level taking the innate immune system into account.
引用
收藏
页码:145 / 153
页数:9
相关论文
共 50 条
  • [41] Modelling of complex multicellular systems: Tumour-immune cells competition
    Torrens F.
    Castellano G.
    Chemistry Central Journal, 3 (Suppl 1)
  • [42] ANTITUMOUR EFFECT OF CULTURE MEDIA FROM TUMOUR-IMMUNE SPLEENS
    HOLECKOVA, E
    SEKLA, B
    NATURE, 1957, 180 (4597) : 1298 - 1298
  • [43] Tumour-immune microenvironment in duodenal-type follicular lymphoma
    Inoue, Hiroaki
    Rai, Shinya
    Tanaka, Hirokazu
    Espinoza, J. Luis
    Watatani, Yosaku
    Kumode, Takahiro
    Serizawa, Kentaro
    Nakayama, Shoko
    Taniguchi, Yasuhiro
    Morita, Yasuyoshi
    Tatsumi, Yoichi
    Ashida, Takashi
    Matsumura, Itaru
    BRITISH JOURNAL OF HAEMATOLOGY, 2020, 191 (02) : 243 - 252
  • [44] Saga of monokines in shaping tumour-immune microenvironment: Origin to execution
    Challagundla, Naveen
    Shah, Dhruvi
    Yadav, Shivani
    Agrawal-Rajput, Reena
    CYTOKINE, 2022, 157
  • [45] Saga of monokines in shaping tumour-immune microenvironment: Origin to execution
    Challagundla, Naveen
    Shah, Dhruvi
    Yadav, Shivani
    Agrawal-Rajput, Reena
    CYTOKINE, 2022, 157
  • [46] Bifurcation Analysis of a Tumour-Immune Model with Nonlinear Killing Rate as State-Dependent Feedback Control
    Guan, Likun
    Yang, Jin
    Tan, Yuanshun
    Liu, Zijian
    Cheke, Robert A.
    INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS, 2022, 32 (10):
  • [47] Decoding tumour-immune dynamics in melanomas arising on congenital melanocytic nevi
    Soura, Efthymia
    Stratigos, Alexander
    JOURNAL OF THE EUROPEAN ACADEMY OF DERMATOLOGY AND VENEREOLOGY, 2024, 38 (08) : 1459 - 1460
  • [48] Delay-induced oscillatory dynamics of tumour-immune system interaction
    d'Onofrio, Alberto
    Gatti, Francesca
    Cerrai, Paola
    Freschi, Luca
    MATHEMATICAL AND COMPUTER MODELLING, 2010, 51 (5-6) : 572 - 591
  • [49] A mathematical model of tumor-immune interactions
    Robertson-Tessi, Mark
    El-Kareh, Ardith
    Goriely, Alain
    JOURNAL OF THEORETICAL BIOLOGY, 2012, 294 : 56 - 73
  • [50] Dynamic aspects of tumour-immune system interaction under a periodic immunotherapy
    Torres-Espino, Gladis
    Zamora, Manuel
    EUROPEAN JOURNAL OF APPLIED MATHEMATICS, 2022, 33 (04) : 606 - 645