Department of Pharmaceutical Sciences, University of Maryland School of Pharmacy, Baltimore, Maryland 21201, United States.
Institute for Molecular Medicine, University of Lübeck, Lübeck 23562, Germany.
J Chem Inf Model. 2023 Jun 12;63(11):3521-3533. doi: 10.1021/acs.jcim.3c00344. Epub 2023 May 18.
Nirmatrelvir is an orally available inhibitor of SARS-CoV-2 main protease (Mpro) and the main ingredient of Paxlovid, a drug approved by the U.S. Food and Drug Administration for high-risk COVID-19 patients. Recently, a rare natural mutation, H172Y, was found to significantly reduce nirmatrelvir's inhibitory activity. As the COVID-19 cases skyrocket in China and the selective pressure of antiviral therapy builds in the US, there is an urgent need to characterize and understand how the H172Y mutation confers drug resistance. Here, we investigated the H172Y Mpro's conformational dynamics, folding stability, catalytic efficiency, and inhibitory activity using all-atom constant pH and fixed-charge molecular dynamics simulations, alchemical and empirical free energy calculations, artificial neural networks, and biochemical experiments. Our data suggest that the mutation significantly weakens the S1 pocket interactions with the N-terminus and perturbs the conformation of the oxyanion loop, leading to a decrease in the thermal stability and catalytic efficiency. Importantly, the perturbed S1 pocket dynamics weaken the nirmatrelvir binding in the P1 position, which explains the decreased inhibitory activity of nirmatrelvir. Our work demonstrates the predictive power of the combined simulation and artificial intelligence approaches, and together with biochemical experiments, they can be used to actively surveil continually emerging mutations of SARS-CoV-2 Mpro and assist the optimization of antiviral drugs. The presented approach, in general, can be applied to characterize mutation effects on any protein drug targets.
尼马瑞韦是一种可口服的 SARS-CoV-2 主蛋白酶(Mpro)抑制剂,也是美国食品药品监督管理局批准的用于高危 COVID-19 患者的药物帕罗韦德(Paxlovid)的主要成分。最近,发现一种罕见的天然突变 H172Y,可显著降低尼马瑞韦的抑制活性。随着中国 COVID-19 病例的激增和美国抗病毒治疗的选择性压力的增加,迫切需要对 H172Y 突变如何赋予耐药性进行表征和理解。在这里,我们使用全原子恒 pH 和固定电荷分子动力学模拟、变分和经验自由能计算、人工神经网络和生化实验研究了 H172Y Mpro 的构象动力学、折叠稳定性、催化效率和抑制活性。我们的数据表明,该突变显著削弱了 S1 口袋与 N 端的相互作用,并扰乱了氧阴离子环的构象,导致热稳定性和催化效率降低。重要的是,扰动的 S1 口袋动力学减弱了尼马瑞韦在 P1 位置的结合,这解释了尼马瑞韦抑制活性的降低。我们的工作证明了综合模拟和人工智能方法的预测能力,并且结合生化实验,可以用于积极监测 SARS-CoV-2 Mpro 不断出现的突变,并协助优化抗病毒药物。总的来说,所提出的方法可以应用于表征任何蛋白质药物靶标上的突变效应。