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下一代 T 细胞衔接器从体外向临床转化的数学模型。

A next generation mathematical model for the in vitro to clinical translation of T-cell engagers.

机构信息

Applied BioMath, Concord, MA, USA.

出版信息

J Pharmacokinet Pharmacodyn. 2023 Jun;50(3):215-227. doi: 10.1007/s10928-023-09846-y. Epub 2023 Feb 15.

DOI:10.1007/s10928-023-09846-y
PMID:36790614
Abstract

T-cell engager (TCE) molecules activate the immune system and direct it to kill tumor cells. The key mechanism of action of TCEs is to crosslink CD3 on T cells and tumor associated antigens (TAAs) on tumor cells. The formation of this trimolecular complex (i.e. trimer) mimics the immune synapse, leading to therapeutic-dependent T-cell activation and killing of tumor cells. Computational models supporting TCE development must predict trimer formation accurately. Here, we present a next-generation two-step binding mathematical model for TCEs to describe trimer formation. Specifically, we propose to model the second binding step with trans-avidity and as a two-dimensional (2D) process where the reactants are modeled as the cell-surface density. Compared to the 3D binding model where the reactants are described in terms of concentration, the 2D model predicts less sensitivity of trimer formation to varying cell densities, which better matches changes in EC from in vitro cytotoxicity assay data with varying E:T ratios. In addition, when translating in vitro cytotoxicity data to predict in vivo active clinical dose for blinatumomab, the choice of model leads to a notable difference in dose prediction. The dose predicted by the 2D model aligns better with the approved clinical dose and the prediction is robust under variations in the in vitro to in vivo translation assumptions. In conclusion, the 2D model with trans-avidity to describe trimer formation is an improved approach for TCEs and is likely to produce more accurate predictions to support TCE development.

摘要

T 细胞衔接器 (TCE) 分子激活免疫系统并指导其杀死肿瘤细胞。TCE 的主要作用机制是交联 T 细胞上的 CD3 和肿瘤细胞上的肿瘤相关抗原 (TAA)。这种三聚体复合物(即三聚体)的形成模拟了免疫突触,导致依赖治疗的 T 细胞激活和肿瘤细胞的杀伤。支持 TCE 开发的计算模型必须准确预测三聚体的形成。在这里,我们提出了一种用于 TCE 的下一代两步结合数学模型来描述三聚体的形成。具体来说,我们建议使用转亲合力来模拟第二步结合,并将其作为二维(2D)过程,其中反应物被建模为细胞表面密度。与反应物以浓度描述的 3D 结合模型相比,2D 模型预测三聚体形成对细胞密度变化的敏感性较低,这与不同 E:T 比的体外细胞毒性测定数据中 EC 的变化更好地匹配。此外,当将体外细胞毒性数据转化为预测blinatumomab 的体内活性临床剂量时,模型的选择会导致剂量预测有显著差异。2D 模型预测的剂量与批准的临床剂量更吻合,并且在体外到体内转化假设的变化下预测是稳健的。总之,用转亲合力来描述三聚体形成的 2D 模型是 TCE 的一种改进方法,可能会产生更准确的预测结果,以支持 TCE 的开发。

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本文引用的文献

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PLoS Comput Biol. 2022 Jul 15;18(7):e1009715. doi: 10.1371/journal.pcbi.1009715. eCollection 2022 Jul.
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Preclinical activity and determinants of response of the GPRC5DxCD3 bispecific antibody talquetamab in multiple myeloma.GPRC5DxCD3 双特异性抗体 talquetamab 在多发性骨髓瘤中的临床前活性和反应决定因素。
Blood Adv. 2021 Apr 27;5(8):2196-2215. doi: 10.1182/bloodadvances.2020003805.
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T细胞衔接子:将模型探究作为一种工具,用于量化相对亲和力与靶标表达在三聚体形成过程中的相互作用。
Front Pharmacol. 2024 Oct 8;15:1470595. doi: 10.3389/fphar.2024.1470595. eCollection 2024.
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Rapid Systematic Screening of Bispecific Antibody Surrogate Geometries for T-Cell Engagement Using DNA Nanotechnology.利用 DNA 纳米技术快速系统筛选双特异性抗体代用结构以进行 T 细胞结合。
J Am Chem Soc. 2024 Oct 30;146(43):29824-29835. doi: 10.1021/jacs.4c11648. Epub 2024 Oct 16.
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J Pharmacokinet Pharmacodyn. 2024 Dec;51(6):841-857. doi: 10.1007/s10928-024-09936-5. Epub 2024 Aug 17.
Binding Revisited-Avidity in Cellular Function and Signaling.
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