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.

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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
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article

A multi-scale semi-mechanistic CK/PD model for CAR T-cell therapy

Kalyanasundaram Subramanian, Scott Gruver, Sarah Minucci, Marissa Renardy
3 citations
Frontiers in Systems Biology
CAR-T cell therapy research
0.85
article

A multi-scale semi-mechanistic CK/PD model for CAR T-cell therapy

Kalyanasundaram Subramanian, Scott Gruver, Sarah Minucci, Marissa Renardy
article en
3 citations

Abstract

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.

Frontiers in Systems BiologyVol. 4
Applied BioMath (United States) (US), Califia Bio (United States) (US)
Good health and well-being
Openalex Percentile: Top 23%
CAR-T cell therapy research
0.85
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