4.8 Article

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

Journal

FRONTIERS IN IMMUNOLOGY
Volume 11, Issue -, Pages -

Publisher

FRONTIERS MEDIA SA
DOI: 10.3389/fimmu.2020.01376

Keywords

metronomic chemotherapy; cyclophosphamide; mathematical modeling; immune recruitment; cancer resistance

Categories

Funding

  1. NSF [1716623, 1849588]
  2. NIH [CA49248]
  3. [LY19H160034]
  4. [2019324316]
  5. [2020379615]
  6. [2020ZB026]
  7. Direct For Biological Sciences
  8. Div Of Molecular and Cellular Bioscience [1716623] Funding Source: National Science Foundation
  9. Direct For Computer & Info Scie & Enginr
  10. Division of Computing and Communication Foundations [1849588] Funding Source: National Science Foundation

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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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