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共价抑制的动力学建模:快速波动中间态的影响

Kinetic Modeling of Covalent Inhibition: Effects of Rapidly Fluctuating Intermediate States.

作者信息

Ghaby Kyle, Roux Benoît

机构信息

Department of Biochemistry and Molecular Biology, The University of Chicago, Chicago, Illinois 60637, United States.

出版信息

J Chem Inf Model. 2025 Aug 25;65(16):8730-8739. doi: 10.1021/acs.jcim.5c00952. Epub 2025 Aug 12.

Abstract

There is increasing interest in the discovery of small-molecule inhibitors that form covalent bonds with their targets for therapeutic applications. Nevertheless, identifying clear rational design principles remains challenging because the action of these molecules cannot be understood as common noncovalent inhibition. Conventional kinetic models often reduce the binding of covalent inhibitors to a two-step irreversible process, overlooking rapid complex dynamics of the associated unlinked inhibitor before the formation of the covalent bond with its target. In the present analysis, we expand the intermediate state into two conformations: reactive (E·I) and nonreactive (E··I). To illustrate the consequences of such simplification, the expanded kinetic model can be reduced to an effective two-step scheme expressed in terms of the equilibrium probability of the unlinked inhibitor to form either conformation. A mass-action-based numerical workflow is implemented to simulate time-dependent kinetics, overcoming the common limitations of empirical models. The numerical workflow helps relate microscopic states observed in molecular dynamics simulations to macroscopic observables like EC and the apparent rate of covalent inhibition, showing the impact of transient intermediates on dissociation rates and potency. The proposed framework refines the interpretation of dose-response data, aiding medicinal chemists in optimizing covalent inhibitors and providing a quantitative platform that relates molecular conformational distributions to empirical parameters.

摘要

人们对发现与靶点形成共价键用于治疗的小分子抑制剂的兴趣与日俱增。然而,确定明确的合理设计原则仍然具有挑战性,因为这些分子的作用不能被理解为常见的非共价抑制。传统动力学模型通常将共价抑制剂的结合简化为两步不可逆过程,忽略了在与靶点形成共价键之前相关未连接抑制剂的快速复杂动力学。在本分析中,我们将中间状态扩展为两种构象:反应性(E·I)和非反应性(E··I)。为了说明这种简化的结果,扩展的动力学模型可以简化为一个有效的两步方案,该方案用未连接抑制剂形成任一构象的平衡概率来表示。实施了基于质量作用的数值工作流程来模拟时间相关的动力学,克服了经验模型的常见局限性。该数值工作流程有助于将分子动力学模拟中观察到的微观状态与诸如EC和共价抑制表观速率等宏观可观测量联系起来,显示瞬态中间体对解离速率和效力的影响。所提出的框架完善了剂量反应数据的解释,有助于药物化学家优化共价抑制剂,并提供了一个将分子构象分布与经验参数联系起来的定量平台。

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