Institute of Chemical Sciences and Technologies ''Giulio Natta'' (SCITEC)-CNR, 00168, Rome, Italy.
Department of Translational Medicine and Surgery, Section of General Pathology, Università Cattolica del Sacro Cuore, 00168, Rome, Italy.
Sci Rep. 2023 Jan 27;13(1):1494. doi: 10.1038/s41598-023-28716-8.
After over two years of living with Covid-19 and hundreds of million cases worldwide there is still an unmet need to find proper treatments for the novel coronavirus, due also to the rapid mutation of its genome. In this context, a drug repositioning study has been performed, using in silico tools targeting Delta Spike protein/ACE2 interface. To this aim, it has been virtually screened a library composed by 4388 approved drugs through a deep learning-based QSAR model to identify protein-protein interactions modulators for molecular docking against Spike receptor binding domain (RBD). Binding energies of predicted complexes were calculated by Molecular Mechanics/Generalized Born Surface Area from docking and molecular dynamics simulations. Four out of the top twenty ranking compounds showed stable binding modes on Delta Spike RBD and were evaluated also for their effectiveness against Omicron. Among them an antihistaminic drug, fexofenadine, revealed very low binding energy, stable complex, and interesting interactions with Delta Spike RBD. Several antihistaminic drugs were found to exhibit direct antiviral activity against SARS-CoV-2 in vitro, and their mechanisms of action is still debated. This study not only highlights the potential of our computational methodology for a rapid screening of variant-specific drugs, but also represents a further tool for investigating properties and mechanisms of selected drugs.
在与新冠病毒共存两年多并在全球范围内出现数亿例病例后,由于其基因组的快速突变,仍然需要找到针对新型冠状病毒的适当治疗方法。在这种情况下,进行了一项药物重定位研究,使用针对 Delta 刺突蛋白/ACE2 接口的计算工具。为此,通过基于深度学习的 QSAR 模型对由 4388 种已批准药物组成的库进行了虚拟筛选,以鉴定针对 Spike 受体结合域 (RBD) 的分子对接的蛋白质-蛋白质相互作用调节剂。通过对接和分子动力学模拟从对接计算预测复合物的结合能。排名前 20 位的化合物中有 4 种显示出对 Delta 刺突 RBD 的稳定结合模式,并且还评估了它们对奥密克戎的有效性。其中一种抗组胺药,非索非那定,显示出非常低的结合能、稳定的复合物和与 Delta 刺突 RBD 的有趣相互作用。一些抗组胺药物已被发现具有体外抗 SARS-CoV-2 的直接抗病毒活性,其作用机制仍存在争议。这项研究不仅突出了我们计算方法学在快速筛选针对变体的药物方面的潜力,而且还为研究选定药物的特性和机制提供了另一种工具。