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Updated: Sep 11, 2025

Manufacturing Chimeric Antigen Receptor CAR T Cells for Adoptive Immunotherapy
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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
PubMed
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.

Keywords:
CAR T-cell therapycellular kineticsmechanistic modelingquantitative systems pharmacologysensitivity analysis

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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.