A multi-scale semi-mechanistic CK/PD model for CAR T-cell therapy
Chimeric antigen receptor T (CAR T) cell therapy has shown remarkable success in treating various leukemias and lymphomas. Cellular kinetic (CK) and pharmacodynamic (PD) behavior of CAR T cell therapy is distinct from other therapies due to its living nature. CAR T CK is typically characterized by an exponential expansion driven by target binding, fast initial decline (contraction), and slow long-term decline (persistence). Due to the dependence of CK on target binding, CK and PD of CAR T therapies are inherently and bidirectionally linked. In this work, we develop a semi-mechanistic model of CAR T CK/PD, incorporating molecular-scale binding, T cell dynamics with multiple phenotypes, and tumor growth and killing. We calibrate this model to published CK and PD data for a CD19-targeting CAR T cell therapy. Using sensitivity analysis, we explore variability in response due to patient- and drug-specific properties. We further explore the impact of tumor characteristics on CAR T-cell expansion and efficacy through individual- and population-level parameter scans.
Authors
- Kalyanasundaram Subramanian (ORCID: https://orcid.org/0000-0002-6110-1046)
- Scott Gruver
- Sarah Minucci (ORCID: https://orcid.org/0000-0002-0014-9329)
- Marissa Renardy (ORCID: https://orcid.org/0000-0003-4856-3788)
Institutions
- Applied BioMath (United States) (US)
- Califia Bio (United States) (US)
Publication Details
- Journal
- Frontiers in Systems Biology
- Published
- 2024-08-29
- DOI
- https://doi.org/10.3389/fsysb.2024.1380018
- Citations
- 3
- Primary Topic
- CAR-T cell therapy research
- Type
- article
- Field-Weighted Citation Impact
- 0.85