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Updated: Sep 11, 2025

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Manufacturing Chimeric Antigen Receptor CAR T Cells for Adoptive Immunotherapy
Published on: December 17, 2019
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A multi-scale semi-mechanistic CK/PD model for CAR T-cell therapy
Sarah Minucci1, Scott Gruver1, Kalyanasundaram Subramanian2
1Applied BioMath, Concord, MA, United States.
Frontiers in Systems Biology
|August 14, 2025
Summary
This study models chimeric antigen receptor T (CAR T) cell therapy kinetics and dynamics. The model links CAR T cell behavior to tumor characteristics, aiding in understanding treatment variability and efficacy.
Area of Science:
- Immunotherapy
- Pharmacodynamics
- Mathematical Modeling
Background:
- Chimeric antigen receptor T (CAR T) cell therapy shows promise for hematologic malignancies.
- CAR T cell therapy exhibits unique cellular kinetics (CK) and pharmacodynamic (PD) behavior due to its living nature.
- CK is characterized by expansion, contraction, and persistence, intrinsically linked to target binding.
Purpose of the Study:
- To develop a semi-mechanistic model for CAR T cell CK/PD.
- To incorporate molecular binding, T cell phenotypes, and tumor dynamics.
- To analyze factors influencing CAR T cell therapy response and efficacy.
Main Methods:
- Developed a semi-mechanistic model for CAR T cell CK/PD.
- Integrated molecular binding, T cell dynamics (multiple phenotypes), and tumor growth/killing.
- Calibrated the model using published CD19-targeting CAR T cell therapy data.
Main Results:
- The model successfully captured CAR T cell CK and PD.
- Sensitivity analysis revealed patient- and drug-specific factors influencing response variability.
- Explored the impact of tumor characteristics on CAR T cell expansion and efficacy.
Conclusions:
- The developed model provides a framework for understanding CAR T cell therapy behavior.
- The model can predict response variability and optimize therapeutic strategies.
- Further research can refine the model for personalized CAR T cell therapy.

