CAR - t细胞治疗的多尺度半机械性CK/PD模型。

IF 2.3
Frontiers in systems biology Pub Date : 2024-08-29 eCollection Date: 2024-01-01 DOI:10.3389/fsysb.2024.1380018
Sarah Minucci, Scott Gruver, Kalyanasundaram Subramanian, Marissa Renardy
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引用次数: 0

摘要

嵌合抗原受体T (CAR - T)细胞疗法在治疗各种白血病和淋巴瘤方面取得了显著的成功。CAR - T细胞治疗的细胞动力学(CK)和药效学(PD)行为由于其活性而不同于其他疗法。CAR - T CK的典型特征是由靶标结合驱动的指数扩张,快速的初始下降(收缩)和缓慢的长期下降(持续)。由于CK对靶标结合的依赖性,使得CK与CAR - T疗法的PD具有内在的双向联系。在这项工作中,我们建立了一个CAR - T CK/PD的半机制模型,结合了分子尺度的结合、具有多种表型的T细胞动力学以及肿瘤的生长和杀伤。我们将该模型校准为针对cd19靶向CAR - T细胞治疗的已发表的CK和PD数据。通过敏感性分析,我们探讨了由于患者和药物特异性而引起的反应变异性。我们通过个体和群体水平的参数扫描进一步探索肿瘤特征对CAR - t细胞扩增和疗效的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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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