Mathematical modeling of tumor-induced immunosuppression by myeloid-derived suppressor cells: Implications for therapeutic targeting strategies

被引:27
作者
Shariatpanahi, Seyed Peyman [1 ,2 ]
Shariatpanahi, Seyed Pooya [3 ]
Madjidzadeh, Keivan [2 ]
Hassan, Moustapha [4 ,5 ]
Abedi-Valugerdi, Manuchehr [4 ]
机构
[1] Univ Tehran, Inst Biochem & Biophys, Tehran, Iran
[2] ACECR, Breast Canc Res Ctr, Tehran, Iran
[3] Inst Res Fundamental Sci IPM, Sch Comp Sci, Tehran, Iran
[4] Karolinska Inst, Novum, Clin Res Ctr, Expt Canc Med, S-14186 Stockholm, Sweden
[5] Karolinska Univ Hosp, Clin Res Ctr, S-14186 Stockholm, Sweden
关键词
5-Fluorouracil; Immunosuppression; L-arginine; Mathematical modeling; Myeloid-derived suppressor cell; Ordinary differential equation; T-CELLS; IMMUNE-RESPONSE; CANCER; 5-FLUOROURACIL; IMMUNOLOGY; DYNAMICS; ARGININE; IMPROVES; ROLES;
D O I
10.1016/j.jtbi.2018.01.006
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Myeloid-derived suppressor cells (MDSCs) belong to immature myeloid cells that are generated and accumulated during the tumor development. MDSCs strongly suppress the anti-tumor immunity and provide conditions for tumor progression and metastasis. In this study, we present a mathematical model based on ordinary differential equations (ODE) to describe tumor-induced immunosuppression caused by MDSCs. The model consists of four equations and incorporates tumor cells, cytotoxic T cells (CTLs), natural killer (NK) cells and MDSCs. We also provide simulation models that evaluate or predict the effects of anti-MDSC drugs (e.g., L-arginine and 5-Fluorouracil (5-FU)) on the tumor growth and the restoration of anti-tumor immunity. The simulated results obtained using our model were in good agreement with the corresponding experimental findings on the expansion of splenic MDSCs, immunosuppressive effects of these cells at the tumor site and effectiveness of L-arginine and 5-FU on the re-establishment of antitumor immunity. Regarding this latter issue, our predictive simulation results demonstrated that intermittent therapy with low-dose 5-FU alone could eradicate the tumors irrespective of their origins and types. Furthermore, at the time of tumor eradication, the number of CTLs prevailed over that of cancer cells and the number of splenic MDSCs returned to the normal levels. Finally, our predictive simulation results also showed that the addition of L-arginine supplementation to the intermittent 5-FU therapy reduced the time of the tumor eradication and the number of iterations for 5-FU treatment. Thus, the present mathematical model provides important implications for designing new therapeutic strategies that aim to restore antitumor immunity by targeting MDSCs. (C) 2018 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1 / 10
页数:10
相关论文
共 48 条
  • [1] Suppressive effects of low-dose 5-fluorouracil, busulfan or treosulfan on the expansion of circulatory neutrophils and myeloid derived immunosuppressor cells in tumor-bearing mice
    Abedi-Valugerdi, Manuchehr
    Wolfsberger, Johanna
    Pillai, Preethi Raghuram
    Zheng, Wenyi
    Sadeghi, Behnam
    Zhao, Ying
    Hassan, Moustapha
    [J]. INTERNATIONAL IMMUNOPHARMACOLOGY, 2016, 40 : 41 - 49
  • [2] Tumor-Specific Cytotoxic T Cells Are Crucial for Efficacy of Immunomodulatory Antibodies in Patients with Lung Cancer
    Aerts, Joachim G.
    Hegmans, Joost P.
    [J]. CANCER RESEARCH, 2013, 73 (08) : 2381 - 2388
  • [3] Evasion of tumours from the control of the immune system: consequences of brief encounters
    Al-Tameemi, Mohannad
    Chaplain, Mark
    d'Onofrio, Alberto
    [J]. BIOLOGY DIRECT, 2012, 7
  • [4] In vivo imaging of cytotoxic T cell infiltration and elimination of a solid tumor
    Boissonnas, Alexandre
    Fetler, Luc
    Zeelenberg, Ingrid S.
    Hugues, Stphanie
    Amigorena, Sebastian
    [J]. JOURNAL OF EXPERIMENTAL MEDICINE, 2007, 204 (02) : 345 - 356
  • [5] Regulation of immune responses by L- arginine metabolism
    Bronte, V
    Zanovello, P
    [J]. NATURE REVIEWS IMMUNOLOGY, 2005, 5 (08) : 641 - 654
  • [6] Metabolic engineering of Escherichia coli for the production of hydroxy fatty acids from glucose
    Cao, Yujin
    Cheng, Tao
    Zhao, Guang
    Niu, Wei
    Guo, Jiantao
    Xian, Mo
    Liu, Huizhou
    [J]. BMC BIOTECHNOLOGY, 2016, 16
  • [7] Oncology Meets Immunology: The Cancer-Immunity Cycle
    Chen, Daniel S.
    Mellman, Ira
    [J]. IMMUNITY, 2013, 39 (01) : 1 - 10
  • [8] Molecular mechanisms regulating myeloid-derived suppressor cell differentiation and function
    Condamine, Thomas
    Gabrilovich, Dmitry I.
    [J]. TRENDS IN IMMUNOLOGY, 2011, 32 (01) : 19 - 25
  • [9] A validated mathematical model of cell-mediated immune response to tumor growth
    de Pillis, LG
    Radunskaya, AE
    Wiseman, CL
    [J]. CANCER RESEARCH, 2005, 65 (17) : 7950 - 7958
  • [10] Mathematical Models for Immunology: Current State of the Art and Future Research Directions
    Eftimie, Raluca
    Gillard, Joseph J.
    Cantrell, Doreen A.
    [J]. BULLETIN OF MATHEMATICAL BIOLOGY, 2016, 78 (10) : 2091 - 2134