Delicate Balances in Cancer Chemotherapy: Modeling Immune Recruitment and Emergence of Systemic Drug Resistance

被引:24
作者
Anh Phong Tran [1 ]
Al-Radhawi, M. Ali [2 ]
Kareva, Irina [3 ]
Wu, Junjie [4 ]
Waxman, David J. [5 ,6 ]
Sontag, Eduardo D. [2 ,7 ,8 ]
机构
[1] Northeastern Univ, Dept Chem Engn, Boston, MA 02115 USA
[2] Northeastern Univ, Dept Elect & Comp Engn, Boston, MA 02115 USA
[3] Arizona State Univ, Sch Human Evolut & Social Change, Math & Computat Sci Ctr, Tempe, AZ USA
[4] Hangzhou Med Coll, Key Lab Tumor Mol Diag & Individualized Med Zheji, Zhejiang Prov Peoples Hosp, Peoples Hosp,Clin Res Inst, Hangzhou, Peoples R China
[5] Boston Univ, Dept Biol, 5 Cummington St, Boston, MA 02215 USA
[6] Boston Univ, Bioinformat Program, Boston, MA 02215 USA
[7] Northeastern Univ, Dept Bioengn, Boston, MA 02115 USA
[8] Harvard Med Sch, Program Therapeut Sci, Lab Syst Pharmacol, Boston, MA 02115 USA
来源
FRONTIERS IN IMMUNOLOGY | 2020年 / 11卷
基金
美国国家科学基金会;
关键词
metronomic chemotherapy; cyclophosphamide; mathematical modeling; immune recruitment; cancer resistance; REGULATORY T-CELLS; INNATE IMMUNITY; TUMOR; CYCLOPHOSPHAMIDE; SCHEDULE; CARCINOMA;
D O I
10.3389/fimmu.2020.01376
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Metronomic chemotherapy can drastically enhance immunogenic tumor cell death. However, the mechanisms responsible are still incompletely understood. Here, we develop a mathematical model to elucidate the underlying complex interactions between tumor growth, immune system activation, and therapy-mediated immunogenic cell death. Our model is conceptually simple, yet it provides a surprisingly excellent fit to empirical data obtained from a GL261 SCID mouse glioma model treated with cyclophosphamide on a metronomic schedule. The model includes terms representing immune recruitment as well as the emergence of drug resistance during prolonged metronomic treatments. Strikingly, a single fixed set of parameters, adjusted neither for individuals nor for drug schedule, recapitulates experimental data across various drug regimens remarkably well, including treatments administered at intervals ranging from 6 to 12 days. Additionally, the model predicts peak immune activation times, rediscovering experimental data that had not been used in parameter fitting or in model construction. Notably, the validated model suggests that immunostimulatory and immunosuppressive intermediates are responsible for the observed phenomena of resistance and immune cell recruitment, and thus for variation of responses with respect to different schedules of drug administration.
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页数:17
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