Cargando…
Development of a multiscale mechanistic modeling framework integrating differential cellular kinetics of CAR T‐cell subsets and immunophenotypes in cancer patients
Chimeric antigen receptor (CAR) T‐cell subsets and immunophenotypic composition of the pre‐infusion product, as well as their longitudinal changes following infusion, are expected to affect CAR T‐cell expansion, persistence, and clinical outcomes. Herein, we sequentially evolved our previously descr...
Autores principales: | , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10508581/ https://www.ncbi.nlm.nih.gov/pubmed/37448297 http://dx.doi.org/10.1002/psp4.13009 |
_version_ | 1785107569240440832 |
---|---|
author | Salem, Ahmed M. Mugundu, Ganesh M. Singh, Aman P. |
author_facet | Salem, Ahmed M. Mugundu, Ganesh M. Singh, Aman P. |
author_sort | Salem, Ahmed M. |
collection | PubMed |
description | Chimeric antigen receptor (CAR) T‐cell subsets and immunophenotypic composition of the pre‐infusion product, as well as their longitudinal changes following infusion, are expected to affect CAR T‐cell expansion, persistence, and clinical outcomes. Herein, we sequentially evolved our previously described cellular kinetic‐pharmacodynamic (CK‐PD) model to incorporate CAR T‐cell product‐associated attributes by utilizing published preclinical and clinical datasets from two affinity variants (FMC63 and CAT19 scFv) anti‐CD19 CAR T‐cells. In step 1, a unified cell‐level PD model was used to simultaneously characterize the in vitro killing datasets of two CAR T‐cells against CD19+ cell lines at varying effector:target ratios. In step 2, an augmented CK‐PD model for anti‐CD19 CAR T‐cells was developed, by integrating CK dataset(s) from two bioanalytical measurements (quantitative polymerase chain reaction and flow cytometry) in patients with cancer. The model described the differential in vivo expansion properties of CAR T‐cell subsets. The estimated expansion rate constant was ~1.12‐fold higher for CAR+CD8+ cells in comparison to CAR+CD4+ T‐cells. In step 3, the model was extended to characterize the disposition of four immunophenotypic populations of CAR T‐cells, including stem‐cell memory, central memory, effector memory, and effector cells. The model adequately characterized the longitudinal changes in immunophenotypes post anti‐CD19 CAR T‐cell infusion in pediatric patients with acute lymphocytic leukemia. Polyclonality in the pre‐infusion product was identified as a categorical covariate influencing differentiation of immunophenotypes. In the future, this model could be leveraged a priori toward optimizing the composition of CAR T‐cell infusion product, and further understand the CK‐PD relationship in patients. |
format | Online Article Text |
id | pubmed-10508581 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-105085812023-09-20 Development of a multiscale mechanistic modeling framework integrating differential cellular kinetics of CAR T‐cell subsets and immunophenotypes in cancer patients Salem, Ahmed M. Mugundu, Ganesh M. Singh, Aman P. CPT Pharmacometrics Syst Pharmacol Research Chimeric antigen receptor (CAR) T‐cell subsets and immunophenotypic composition of the pre‐infusion product, as well as their longitudinal changes following infusion, are expected to affect CAR T‐cell expansion, persistence, and clinical outcomes. Herein, we sequentially evolved our previously described cellular kinetic‐pharmacodynamic (CK‐PD) model to incorporate CAR T‐cell product‐associated attributes by utilizing published preclinical and clinical datasets from two affinity variants (FMC63 and CAT19 scFv) anti‐CD19 CAR T‐cells. In step 1, a unified cell‐level PD model was used to simultaneously characterize the in vitro killing datasets of two CAR T‐cells against CD19+ cell lines at varying effector:target ratios. In step 2, an augmented CK‐PD model for anti‐CD19 CAR T‐cells was developed, by integrating CK dataset(s) from two bioanalytical measurements (quantitative polymerase chain reaction and flow cytometry) in patients with cancer. The model described the differential in vivo expansion properties of CAR T‐cell subsets. The estimated expansion rate constant was ~1.12‐fold higher for CAR+CD8+ cells in comparison to CAR+CD4+ T‐cells. In step 3, the model was extended to characterize the disposition of four immunophenotypic populations of CAR T‐cells, including stem‐cell memory, central memory, effector memory, and effector cells. The model adequately characterized the longitudinal changes in immunophenotypes post anti‐CD19 CAR T‐cell infusion in pediatric patients with acute lymphocytic leukemia. Polyclonality in the pre‐infusion product was identified as a categorical covariate influencing differentiation of immunophenotypes. In the future, this model could be leveraged a priori toward optimizing the composition of CAR T‐cell infusion product, and further understand the CK‐PD relationship in patients. John Wiley and Sons Inc. 2023-08-18 /pmc/articles/PMC10508581/ /pubmed/37448297 http://dx.doi.org/10.1002/psp4.13009 Text en © 2023 The Authors. CPT: Pharmacometrics & Systems Pharmacology published by Wiley Periodicals LLC on behalf of American Society for Clinical Pharmacology and Therapeutics. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made. |
spellingShingle | Research Salem, Ahmed M. Mugundu, Ganesh M. Singh, Aman P. Development of a multiscale mechanistic modeling framework integrating differential cellular kinetics of CAR T‐cell subsets and immunophenotypes in cancer patients |
title | Development of a multiscale mechanistic modeling framework integrating differential cellular kinetics of CAR T‐cell subsets and immunophenotypes in cancer patients |
title_full | Development of a multiscale mechanistic modeling framework integrating differential cellular kinetics of CAR T‐cell subsets and immunophenotypes in cancer patients |
title_fullStr | Development of a multiscale mechanistic modeling framework integrating differential cellular kinetics of CAR T‐cell subsets and immunophenotypes in cancer patients |
title_full_unstemmed | Development of a multiscale mechanistic modeling framework integrating differential cellular kinetics of CAR T‐cell subsets and immunophenotypes in cancer patients |
title_short | Development of a multiscale mechanistic modeling framework integrating differential cellular kinetics of CAR T‐cell subsets and immunophenotypes in cancer patients |
title_sort | development of a multiscale mechanistic modeling framework integrating differential cellular kinetics of car t‐cell subsets and immunophenotypes in cancer patients |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10508581/ https://www.ncbi.nlm.nih.gov/pubmed/37448297 http://dx.doi.org/10.1002/psp4.13009 |
work_keys_str_mv | AT salemahmedm developmentofamultiscalemechanisticmodelingframeworkintegratingdifferentialcellularkineticsofcartcellsubsetsandimmunophenotypesincancerpatients AT mugunduganeshm developmentofamultiscalemechanisticmodelingframeworkintegratingdifferentialcellularkineticsofcartcellsubsetsandimmunophenotypesincancerpatients AT singhamanp developmentofamultiscalemechanisticmodelingframeworkintegratingdifferentialcellularkineticsofcartcellsubsetsandimmunophenotypesincancerpatients |