新精神活性物质对大麻素受体影响的基于过渡的重新加权和神经理性推理分析。

Soumajit Dutta, Diwakar Shukla
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引用次数: 0

摘要

针对大麻素受体1(CB 1)的新型精神活性物质(NPS)作为一种娱乐性滥用药物,对社会构成了重大威胁,这种药物可以避免被发现,并具有更高的生理副作用。NPS的这些生理副作用被证明与更高的β-抑制蛋白信号传导有关。我们假设,与经典大麻素相反,NPxxY基序构象动力学的差异导致NPS的不同下游信号传导。为了比较NPS和经典大麻素结合对NPxxY构象系综的动力学影响,我们使用无偏和有偏的分子动力学模拟模拟了来自CB 1的NPS MDMB Fubinaca和经典大麻素HU-210的结合过程。基于过渡的重新加权方法(TRAM)用于结合多系综模拟,以估计具有纳摩尔亲和力的配体的(非)结合过程的过渡速率和潜在热力学,其中获得局部可逆采样更昂贵。我们的分析表明,配体使用相同的途径但通过不同的机制与受体解除结合。进一步的分析揭示了与NPS结合的CB 1的NPxxY基序中更高的构象波动,支持了我们的假设。使用基于神经理性推理的变分自动编码器(VAE)进一步验证了这一观察结果,该编码器显示了结合口袋残基和NPxxY之间更高的基于异构体的动态相互作用,用于NPS结合的CB1。因此,在这项工作中,MD模拟、数据驱动的统计方法和深度学习指出了NPS和经典大麻素在(非)结合和下游信号传导方面的显著差异。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Characterization of binding kinetics and intracellular signaling of new psychoactive substances targeting cannabinoid receptor using transition-based reweighting method.

New psychoactive substances (NPS) targeting cannabinoid receptor 1 pose a significant threat to society as recreational abusive drugs that have pronounced physiological side effects. These greater adverse effects compared to classical cannabinoids have been linked to the higher downstream β -arrestin signaling. Thus, understanding the mechanism of differential signaling will reveal important structure-activity relationship essential for identifying and potentially regulating NPS molecules. In this study, we simulate the slow (un)binding process of NPS MDMB-Fubinaca and classical cannabinoid HU-210 from CB 1 using multi-ensemble simulation to decipher the effects of ligand binding dynamics on downstream signaling. The transition-based reweighing method is used for the estimation of transition rates and underlying thermodynamics of (un)binding processes of ligands with nanomolar affinities. Our analyses reveal major interaction differences with transmembrane TM7 between NPS and classical cannabinoids. A variational autoencoder-based approach, neural relational inference (NRI), is applied to assess the allosteric effects on intracellular regions attributable to variations in binding pocket interactions. NRI analysis indicate a heightened level of allosteric control of NPxxY motif for NPS-bound receptors, which contributes to the higher probability of formation of a crucial triad interaction (Y 7.53 -Y 5.58 -T 3.46 ) necessary for stronger β -arrestin signaling. Hence, in this work, MD simulation, data-driven statistical methods, and deep learning point out the structural basis for the heightened physiological side effects associated with NPS, contributing to efforts aimed at mitigating their public health impact.

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