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二价单克隆抗体 - 抗原结合的渐近分析

An Asymptotic Analysis of Bivalent Monoclonal Antibody-Antigen Binding.

作者信息

Heirene Luke A, Byrne Helen M, Yates James W T, Gaffney Eamonn A

机构信息

Mathematical Institute, University of Oxford, Andrew Wiles Building, Radcliffe Observatory Quarter, Woodstock Road, Oxford, OX2 6GG, United Kingdom.

DMPK Modelling, DMPK, Preclinical Sciences, GSK, Gunnels Wood Road, Stevenage, SG1 2NY, UK.

出版信息

Bull Math Biol. 2025 Aug 26;87(10):135. doi: 10.1007/s11538-025-01520-3.

DOI:10.1007/s11538-025-01520-3
PMID:40858913
Abstract

Ligand-receptor interactions are fundamental to many biological processes. For example in antibody-based immunotherapies, the dynamics of an antibody binding with its target antigen directly influence the potency and efficacy of monoclonal antibody (mAb) therapies. In this paper, we present an asymptotic analysis of an ordinary differential equation (ODE) model of bivalent antibody-antigen binding in the context of mAb cancer therapies, highlighting the complexity associated with bivalency of the antibody. To understand what drives the complex temporal dynamics of bivalent antibody-antigen binding, we construct approximate solutions to the model equations at different timescales that are in good agreement with numerical simulations of the full model. We focus on two scenarios: one for which unbound antigens are abundant, and one for which they are scarce. We show how the dominant balance within the model equations changes between the two scenarios. Of particular importance to the potency and efficacy of mAb treatments are quantities such as antigen occupancy and bound antibody number. We use the results of our asymptotic analysis to estimate the long-time values of these quantities that could be combined with experimental data to facilitate parameter estimation.

摘要

配体-受体相互作用是许多生物过程的基础。例如,在基于抗体的免疫疗法中,抗体与其靶抗原结合的动力学直接影响单克隆抗体(mAb)疗法的效力和疗效。在本文中,我们对mAb癌症治疗背景下二价抗体-抗原结合的常微分方程(ODE)模型进行了渐近分析,突出了与抗体二价性相关的复杂性。为了理解驱动二价抗体-抗原结合复杂时间动态的因素,我们构建了模型方程在不同时间尺度下的近似解,这些解与完整模型的数值模拟结果高度吻合。我们关注两种情况:一种是未结合抗原丰富的情况,另一种是未结合抗原稀缺的情况。我们展示了模型方程中的主导平衡在这两种情况之间是如何变化的。对于mAb治疗的效力和疗效特别重要的是抗原占有率和结合抗体数量等数量。我们利用渐近分析的结果来估计这些数量的长期值,这些值可与实验数据相结合以促进参数估计。

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本文引用的文献

1
Understanding antibody-target antigen interactions and the avidity effect using mathematical modelling.利用数学建模理解抗体-靶抗原相互作用及亲和力效应。
J R Soc Interface. 2025 Jul;22(228):20240710. doi: 10.1098/rsif.2024.0710. Epub 2025 Jul 9.
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A mathematical modeling technique to understand the role of decoy receptors in ligand-receptor interaction.一种用于理解诱饵受体在配体-受体相互作用中作用的数学建模技术。
Sci Rep. 2023 Apr 21;13(1):6523. doi: 10.1038/s41598-023-33596-z.
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Anti-Amyloid Monoclonal Antibodies are Transformative Treatments that Redefine Alzheimer's Disease Therapeutics.
抗淀粉样蛋白单克隆抗体是具有变革性的治疗方法,重新定义了阿尔茨海默病的治疗方法。
Drugs. 2023 May;83(7):569-576. doi: 10.1007/s40265-023-01858-9. Epub 2023 Apr 15.
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Avidity in antibody effector functions and biotherapeutic drug design.抗体效应功能和生物治疗药物设计中的亲合力。
Nat Rev Drug Discov. 2022 Oct;21(10):715-735. doi: 10.1038/s41573-022-00501-8. Epub 2022 Jul 5.
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Immune Checkpoint Inhibitors in Cancer Therapy.癌症治疗中的免疫检查点抑制剂。
Curr Oncol. 2022 Apr 24;29(5):3044-3060. doi: 10.3390/curroncol29050247.
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A human receptor occupancy assay to measure anti-PD-1 binding in patients with prior anti-PD-1.用于测量既往抗 PD-1 治疗患者中抗 PD-1 结合的人体受体占有率测定法。
Cytometry A. 2021 Aug;99(8):832-843. doi: 10.1002/cyto.a.24334. Epub 2021 Mar 18.
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100 years of modelling ligand-receptor binding and response: A focus on GPCRs.100年的配体-受体结合与反应建模:聚焦于G蛋白偶联受体
Br J Pharmacol. 2020 Apr;177(7):1472-1484. doi: 10.1111/bph.14988. Epub 2020 Feb 28.
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Monoclonal antibodies as immunomodulatory therapy against cancer and autoimmune diseases.单克隆抗体作为癌症和自身免疫性疾病的免疫调节治疗方法。
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Analysis of Receptor-Ligand Interactions.受体-配体相互作用分析
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