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Su M, Dey A, Maddah E, Mugundu GM, Singh AP. Quantitative pharmacology of dual-targeted bicistronic CAR-T-cell therapy using multiscale mechanistic modeling. CPT Pharmacometrics Syst Pharmacol 2025; 14:229-245. [PMID: 39508140 PMCID: PMC11812944 DOI: 10.1002/psp4.13259] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2024] [Revised: 09/28/2024] [Accepted: 10/07/2024] [Indexed: 11/08/2024] Open
Abstract
Despite the initial success of single-targeted chimeric-antigen receptor (CAR) T-cell therapy in hematological malignancies, its long-term effectiveness is often hindered by antigen heterogeneity and escape. As a result, there is a growing interest in cell therapies targeting multiple antigens (≥2). However, the dose-exposure-response relationship and specific factors influencing the pharmacology of dual-targeted CAR-T-cell therapy remain unclear. In this study, we have developed a multiscale cellular kinetic-pharmacodynamic (CK-PD) model using case studies from CD19/CD22 and GPRC5D/BCMA autologous CAR-Ts. Initially, an in vitro tumor-killing model characterized the impact of individual binder affinities and their contribution to overall potency across varying (1) effector: target (ET) ratios and (2) tumor-associated antigen (TAA) expressing cell lines. Subsequently, an integrated CK-PD model was developed in pediatric acute lymphoblastic leukemia (ALL) patients, which accounted for CAR-T-cell product composition and relative antigen abundance in patients' tumor burden to characterize patient-level multiphasic cellular kinetics using multiple bioanalytical assays (e.g., flow and qPCR-based readouts). Global sensitivity analysis highlighted relative antigen expression, maximum killing rate constant, and CAR-T expansion rate constant as major determinants for observed exposure of dual-targeted CAR-T-cell therapy. This modeling framework could facilitate dose-optimization and construct refinement for dual-targeted bicistronic CAR-T-cell therapies, serving as a valuable tool for both forward and reverse translation in drug development.
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Affiliation(s)
- Mei‐Chi Su
- Cell Therapy Clinical Pharmacology and Modeling, Precision and Translational Medicine, Oncology Cell Therapy and Therapeutic Area UnitTakeda PharmaceuticalsCambridgeMassachusettsUSA
- Experimental and Clinical Pharmacology, College of PharmacyUniversity of MinnesotaMinneapolisMinnesotaUSA
| | - Agnish Dey
- Cell Therapy Clinical Pharmacology and Modeling, Precision and Translational Medicine, Oncology Cell Therapy and Therapeutic Area UnitTakeda PharmaceuticalsCambridgeMassachusettsUSA
| | - Erfan Maddah
- Cell Therapy Clinical Pharmacology and Modeling, Precision and Translational Medicine, Oncology Cell Therapy and Therapeutic Area UnitTakeda PharmaceuticalsCambridgeMassachusettsUSA
| | - Ganesh M. Mugundu
- Cell Therapy Clinical Pharmacology and Modeling, Precision and Translational Medicine, Oncology Cell Therapy and Therapeutic Area UnitTakeda PharmaceuticalsCambridgeMassachusettsUSA
| | - Aman P. Singh
- Cell Therapy Clinical Pharmacology and Modeling, Precision and Translational Medicine, Oncology Cell Therapy and Therapeutic Area UnitTakeda PharmaceuticalsCambridgeMassachusettsUSA
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Venkatakrishnan K, Jayachandran P, Seo SK, van der Graaf PH, Wagner JA, Gupta N. Moving the Needle for Oncology Dose Optimization: A Call for Action. Clin Pharmacol Ther 2024; 115:1187-1197. [PMID: 38736240 DOI: 10.1002/cpt.3263] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2024] [Accepted: 04/05/2024] [Indexed: 05/14/2024]
Affiliation(s)
| | | | - Shirley K Seo
- Division of Cardiometabolic and Endocrine Pharmacology, Office of Clinical Pharmacology, Office of Translational Sciences, Center for Drug Evaluation and Research, U.S. Food and Drug Administration, Silver Spring, Maryland, USA
| | | | | | - Neeraj Gupta
- Takeda Pharmaceuticals, Cambridge, Massachusetts, USA
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Goto A, Moriya Y, Nakayama M, Iwasaki S, Yamamoto S. DMPK perspective on quantitative model analysis for chimeric antigen receptor cell therapy: Advances and challenges. Drug Metab Pharmacokinet 2024; 56:101003. [PMID: 38843652 DOI: 10.1016/j.dmpk.2024.101003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2023] [Revised: 01/26/2024] [Accepted: 02/10/2024] [Indexed: 06/24/2024]
Abstract
Chimeric antigen receptor (CAR) cells are genetically engineered immune cells that specifically target tumor-associated antigens and have revolutionized cancer treatment, particularly in hematological malignancies, with ongoing investigations into their potential applications in solid tumors. This review provides a comprehensive overview of the current status and challenges in drug metabolism and pharmacokinetics (DMPK) for CAR cell therapy, specifically emphasizing on quantitative modeling and simulation (M&S). Furthermore, the recent advances in quantitative model analysis have been reviewed, ranging from clinical data characterization to mechanism-based modeling that connects in vitro and in vivo nonclinical and clinical study data. Additionally, the future perspectives and areas for improvement in CAR cell therapy translation have been reviewed. This includes using formulation quality considerations, characterization of appropriate animal models, refinement of in vitro models for bottom-up approaches, and enhancement of quantitative bioanalytical methodology. Addressing these challenges within a DMPK framework is pivotal in facilitating the translation of CAR cell therapy, ultimately enhancing the patients' lives through efficient CAR cell therapies.
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Affiliation(s)
- Akihiko Goto
- Center of Excellence for Drug Metabolism, Pharmacokinetics and Modeling, Preclinical and Translational Sciences, Research, Takeda Pharmaceutical Company Limited, Kanagawa, Japan
| | - Yuu Moriya
- Center of Excellence for Drug Metabolism, Pharmacokinetics and Modeling, Preclinical and Translational Sciences, Research, Takeda Pharmaceutical Company Limited, Kanagawa, Japan
| | - Miyu Nakayama
- Center of Excellence for Drug Metabolism, Pharmacokinetics and Modeling, Preclinical and Translational Sciences, Research, Takeda Pharmaceutical Company Limited, Kanagawa, Japan
| | - Shinji Iwasaki
- Center of Excellence for Drug Metabolism, Pharmacokinetics and Modeling, Preclinical and Translational Sciences, Research, Takeda Pharmaceutical Company Limited, Kanagawa, Japan
| | - Syunsuke Yamamoto
- Center of Excellence for Drug Metabolism, Pharmacokinetics and Modeling, Preclinical and Translational Sciences, Research, Takeda Pharmaceutical Company Limited, Kanagawa, Japan.
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Venkatakrishnan K, Jayachandran P, Seo SK, van der Graaf PH, Wagner JA, Gupta N. Moving the needle for oncology dose optimization: A call for action. CPT Pharmacometrics Syst Pharmacol 2024; 13:909-918. [PMID: 38778466 PMCID: PMC11179700 DOI: 10.1002/psp4.13157] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2024] [Accepted: 04/26/2024] [Indexed: 05/25/2024] Open
Affiliation(s)
| | | | - Shirley K Seo
- Division of Cardiometabolic and Endocrine Pharmacology, Office of Clinical Pharmacology, Office of Translational Sciences, Center for Drug Evaluation and Research, U.S. Food and Drug Administration, Silver Spring, Maryland, USA
| | | | | | - Neeraj Gupta
- Takeda Pharmaceuticals, Cambridge, Massachusetts, USA
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Xie DK, Yao J, Li PH, Zhu YW, Chen JN, Cao XL, Cheng SL, Chen YM, Huang YF, Wang L, Wang ZH, Qiao R, Ge JM, Yue H, Wei L, Liu ZY, Han H, Qin HY, Zhao JL. Phenotypic comparison and the potential antitumor function of immortalized bone marrow-derived macrophages (iBMDMs). Front Immunol 2024; 15:1379853. [PMID: 38650937 PMCID: PMC11033405 DOI: 10.3389/fimmu.2024.1379853] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2024] [Accepted: 03/26/2024] [Indexed: 04/25/2024] Open
Abstract
Introduction Macrophages are an important component of innate immunity and involved in the immune regulation of multiple diseases. The functional diversity and plasticity make macrophages to exhibit different polarization phenotypes after different stimuli. During tumor progression, the M2-like polarized tumor-associated macrophages (TAMs) promote tumor progression by assisting immune escape, facilitating tumor cell metastasis, and switching tumor angiogenesis. Our previous studies demonstrated that functional remodeling of TAMs through engineered-modifying or gene-editing provides the potential immunotherapy for tumor. However, lack of proliferation capacity and maintained immune memory of infused macrophages restricts the application of macrophage-based therapeutic strategies in the repressive tumor immune microenvironment (TIME). Although J2 retrovirus infection enabled immortalization of bone marrow-derived macrophages (iBMDMs) and facilitated the mechanisms exploration and application, little is known about the phenotypic and functional differences among multi kinds of macrophages. Methods HE staining was used to detect the biosafety of iBMDMs, and real-time quantitative PCR, immunofluorescence staining, and ELISA were used to detect the polarization response and expression of chemokines in iBMDMs. Flow cytometry, scratch assay, real-time quantitative PCR, and crystal violet staining were used to analyze its phagocytic function, as well as its impact on tumor cell migration, proliferation, and apoptosis. Not only that, the inhibitory effect of iBMDMs on tumor growth was detected through subcutaneous tumor loading, while the tumor tissue was paraffin sectioned and flow cytometry was used to detect its impact on the tumor microenvironment. Results In this study, we demonstrated iBMDMs exhibited the features of rapid proliferation and long-term survival. We also compared iBMDMs with RAW264.7 cell line and mouse primary BMDMs with in vitro and in vivo experiments, indicating that the iBMDMs could undergo the same polarization response as normal macrophages with no obvious cellular morphology changes after polarization. What's more, iBMDMs owned stronger phagocytosis and pro-apoptosis functions on tumor cells. In addition, M1-polarized iBMDMs could maintain the anti-tumor phenotypes and domesticated the recruited macrophages of receptor mice, which further improved the TIME and repressed tumor growth. Discussion iBMDMs can serve as a good object for the function and mechanism study of macrophages and the optional source of macrophage immunotherapy.
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Affiliation(s)
- Dong-kun Xie
- College of Life Sciences, Northwest University, Xi’an, Shaanxi, China
- State Key Laboratory of Holistic Integrative Management of Gastrointestinal Cancers, Medical Genetics and Development Biology, Fourth Military Medical University, Xi’an, China
| | - Jin Yao
- College of Life Sciences, Northwest University, Xi’an, Shaanxi, China
- State Key Laboratory of Holistic Integrative Management of Gastrointestinal Cancers, Medical Genetics and Development Biology, Fourth Military Medical University, Xi’an, China
| | - Peng-hui Li
- State Key Laboratory of Holistic Integrative Management of Gastrointestinal Cancers, Medical Genetics and Development Biology, Fourth Military Medical University, Xi’an, China
- Department of Orthopedics, Xijing Hospital, Fourth Military Medical University, Xi’an, China
| | - Yan-wen Zhu
- State Key Laboratory of Holistic Integrative Management of Gastrointestinal Cancers, Medical Genetics and Development Biology, Fourth Military Medical University, Xi’an, China
| | - Jia-nuo Chen
- State Key Laboratory of Holistic Integrative Management of Gastrointestinal Cancers, Medical Genetics and Development Biology, Fourth Military Medical University, Xi’an, China
| | - Xiu-li Cao
- State Key Laboratory of Holistic Integrative Management of Gastrointestinal Cancers, Medical Genetics and Development Biology, Fourth Military Medical University, Xi’an, China
| | - Shi-lin Cheng
- State Key Laboratory of Holistic Integrative Management of Gastrointestinal Cancers, Medical Genetics and Development Biology, Fourth Military Medical University, Xi’an, China
| | - Ya-miao Chen
- College of Life Sciences, Northwest University, Xi’an, Shaanxi, China
| | - Yi-fei Huang
- State Key Laboratory of Holistic Integrative Management of Gastrointestinal Cancers, Medical Genetics and Development Biology, Fourth Military Medical University, Xi’an, China
| | - Liang Wang
- State Key Laboratory of Holistic Integrative Management of Gastrointestinal Cancers, Medical Genetics and Development Biology, Fourth Military Medical University, Xi’an, China
| | - Zan-han Wang
- State Key Laboratory of Holistic Integrative Management of Gastrointestinal Cancers, Medical Genetics and Development Biology, Fourth Military Medical University, Xi’an, China
| | - Rong Qiao
- State Key Laboratory of Holistic Integrative Management of Gastrointestinal Cancers, Medical Genetics and Development Biology, Fourth Military Medical University, Xi’an, China
| | - Jia-mei Ge
- State Key Laboratory of Holistic Integrative Management of Gastrointestinal Cancers, Medical Genetics and Development Biology, Fourth Military Medical University, Xi’an, China
| | - Huan Yue
- College of Life Sciences, Northwest University, Xi’an, Shaanxi, China
| | - Li Wei
- State Key Laboratory of Holistic Integrative Management of Gastrointestinal Cancers, Medical Genetics and Development Biology, Fourth Military Medical University, Xi’an, China
| | - Zhong-yuan Liu
- State Key Laboratory of Holistic Integrative Management of Gastrointestinal Cancers, Medical Genetics and Development Biology, Fourth Military Medical University, Xi’an, China
| | - Hua Han
- State Key Laboratory of Holistic Integrative Management of Gastrointestinal Cancers, Medical Genetics and Development Biology, Fourth Military Medical University, Xi’an, China
- Department of Biochemistry and Molecular Biology, Fourth Military Medical University, Xi’an, China
| | - Hong-yan Qin
- State Key Laboratory of Holistic Integrative Management of Gastrointestinal Cancers, Medical Genetics and Development Biology, Fourth Military Medical University, Xi’an, China
| | - Jun-long Zhao
- College of Life Sciences, Northwest University, Xi’an, Shaanxi, China
- State Key Laboratory of Holistic Integrative Management of Gastrointestinal Cancers, Medical Genetics and Development Biology, Fourth Military Medical University, Xi’an, China
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