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一种用于揭示抗体对 CTLA-4 相互作用影响的数学建模工具。

A mathematical modelling tool for unravelling the antibody-mediated effects on CTLA-4 interactions.

机构信息

Faculty of Pharmacy and Pharmaceutical Sciences, University of Alberta, Edmonton, Canada.

School of Life Sciences, University of Hyderabad, Hyderabad, India.

出版信息

BMC Med Inform Decis Mak. 2018 Jun 11;18(1):37. doi: 10.1186/s12911-018-0606-x.

Abstract

BACKGROUND

Monoclonal antibodies blocking the Cytotoxic T-lymphocyte antigen 4 (CTLA-4) receptor have revolutionized the field of anti-cancer therapy for the last few years. The human T-cell-based immune responses are modulated by two contradicting signals. CTLA-4 provides a T cell inhibitory signal through its interaction with B7 ligands (B7-1 and B7-2), while CD28 provides a stimulatory signal when interacting with the same ligands. A previous theoretical model has focused on understanding the processes of costimulatory and inhibitory complex formations at the synapse. Nevertheless, the effects of monoclonal antibody (mAb)-mediation on these complexes are relatively unexplored. In this work, we expand on the previous model to develop a new mathematical framework for studying the effects of anti-CTLA-4 mAbs on the co-stimulatory (CD28/B7 ligands) and the co-inhibitory (CTLA-4/B7 ligands) complex formation at the immunological synapse. In particular, we focus on two promising anti-CTLA-4 mAbs, tremelimumab (from AstraZeneca) and ipilimumab (from Bristol-Myers Squibb), which are currently in clinical trials and the market, respectively, for targeting multiple tumors.

METHODS

The mathematical model in this work has been constructed based on ordinary differential equations and available experimental binding kinetics data for the anti-CTLA-4 antibodies from literature.

RESULTS

The numerical simulations from the current model are in agreement with a number of experimental data. Especially, the dose-curves for blocking the B7 ligand binding to CTLA-4 by ipilimumab are comparable with the results from a previous competitive binding assay by flow cytometry and ELISA. Our simulations predict the dose response and the relative efficacies of the two mAbs in blocking the inhibitory CTLA-4/B7 complexes.

CONCLUSIONS

The results show that different factors, such as multivalent interactions, mobility of molecules and competition effects, could impact the effects of antibody-mediation. The results, in particular, describe that the competitive effects could impact the dose-dependent inhibition by the mAbs very significantly. We present this model as a useful tool that can easily be translated to study the effects of any anti-CTLA-4 antibodies on immunological synaptic complex formation, provided reliable biophysical data for mAbs are available.

摘要

背景

单克隆抗体阻断细胞毒性 T 淋巴细胞相关抗原 4(CTLA-4)受体在过去几年彻底改变了癌症治疗领域。人类 T 细胞的免疫反应受两个相互矛盾的信号调节。CTLA-4 通过与 B7 配体(B7-1 和 B7-2)相互作用提供 T 细胞抑制信号,而 CD28 在与相同配体相互作用时提供刺激信号。先前的理论模型侧重于理解突触处共刺激和抑制性复合物形成的过程。然而,单克隆抗体(mAb)介导对这些复合物的影响相对尚未得到探索。在这项工作中,我们扩展了先前的模型,开发了一个新的数学框架来研究抗 CTLA-4 mAb 对免疫突触处共刺激(CD28/B7 配体)和共抑制(CTLA-4/B7 配体)复合物形成的影响。特别是,我们专注于两种有前途的抗 CTLA-4 mAb,即 tremelimumab(来自阿斯利康)和 ipilimumab(来自 Bristol-Myers Squibb),它们分别正在进行针对多种肿瘤的临床试验和市场。

方法

这项工作中的数学模型是基于常微分方程和文献中抗 CTLA-4 抗体的可用实验结合动力学数据构建的。

结果

当前模型的数值模拟与许多实验数据一致。特别是,ipilimumab 阻断 B7 配体与 CTLA-4 结合的剂量曲线与之前通过流式细胞术和 ELISA 进行的竞争性结合测定的结果相当。我们的模拟预测了两种 mAb 阻断抑制性 CTLA-4/B7 复合物的剂量反应和相对功效。

结论

结果表明,多价相互作用、分子迁移和竞争效应等不同因素可能会影响抗体介导的作用。结果特别表明,竞争效应可能会对 mAb 的剂量依赖性抑制产生非常显著的影响。我们提出这个模型作为一个有用的工具,可以很容易地转化为研究任何抗 CTLA-4 抗体对免疫突触复合物形成的影响,前提是可以获得 mAb 的可靠生物物理数据。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c797/5996525/1e2dd6716186/12911_2018_606_Fig1_HTML.jpg

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