Quantum Mechanical Scoring

  • 文章类型: Journal Article
    2019年12月,由冠状病毒SARS-CoV-2引起的传染病在武汉出现,中国。这种疾病(COVID-19)在世界范围内迅速传播,并于2020年3月被世界卫生组织(WHO)宣布为大流行。今天,超过2100万人被感染,伤亡人数超过750.000。今天,没有疫苗或抗病毒药物可用。虽然疫苗的开发可能需要至少一年的时间,对于一种新型药物,甚至更长;找到旧药的新用途(药物再利用)可能是最有效的策略。我们提出了一种基于对接的筛选,使用量子力学评分的库,该库由批准的药物和正在进行临床试验的化合物建立,针对三种SARS-CoV-2靶蛋白:刺突或S蛋白,和两种蛋白酶,主要蛋白酶和木瓜蛋白酶样蛋白酶。S蛋白直接与人宿主细胞表面的血管紧张素转换酶2受体结合,而这两种蛋白酶处理病毒多蛋白。在我们基于结构的化合物筛选分析之后,我们提出了几种结构上不同的化合物(FDA批准或临床试验),它们可以显示出对SARS-CoV-2的抗病毒活性。显然,这些化合物应在实验测定和临床试验中进一步评估,以确认它们对疾病的实际活性。我们希望这些发现可能有助于合理设计针对COVID-19的药物。
    In December 2019, an infectious disease caused by the coronavirus SARS-CoV-2 appeared in Wuhan, China. This disease (COVID-19) spread rapidly worldwide, and on March 2020 was declared a pandemic by the World Health Organization (WHO). Today, over 21 million people have been infected, with more than 750.000 casualties. Today, no vaccine or antiviral drug is available. While the development of a vaccine might take at least a year, and for a novel drug, even longer; finding a new use to an old drug (drug repurposing) could be the most effective strategy. We present a docking-based screening using a quantum mechanical scoring of a library built from approved drugs and compounds undergoing clinical trials, against three SARS-CoV-2 target proteins: the spike or S-protein, and two proteases, the main protease and the papain-like protease. The S-protein binds directly to the Angiotensin Converting Enzyme 2 receptor of the human host cell surface, while the two proteases process viral polyproteins. Following the analysis of our structure-based compound screening, we propose several structurally diverse compounds (either FDA-approved or in clinical trials) that could display antiviral activity against SARS-CoV-2. Clearly, these compounds should be further evaluated in experimental assays and clinical trials to confirm their actual activity against the disease. We hope that these findings may contribute to the rational drug design against COVID-19.
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  • 文章类型: Journal Article
    我们报告了降冰片基部分作为细胞周期蛋白依赖性激酶2(CDK2)抑制剂的新型结构基序的发现,该基序是通过筛选碳环核苷类似物文库鉴定的。通过使用药物化学方法将三个微摩尔命中扩展为一系列16种新化合物。它们对CDK2具有普遍的微摩尔活性,并且该系列中最好的化合物获得190nM的IC50。通过建模和对接在分子细节中探索结合模式。基于量子力学的评分用于合理化亲和力。总之,发现的9-羟甲基降冰片基部分通过联合实验-理论努力证明能够作为CDK2抑制剂的新型取代基。这一发现为探索针对这类重要蛋白激酶的更有效衍生物的化学空间打开了大门。
    We report on the discovery of norbornyl moiety as a novel structural motif for cyclin-dependent kinase 2 (CDK2) inhibitors which was identified by screening a carbocyclic nucleoside analogue library. Three micromolar hits were expanded by the use of medicinal chemistry methods into a series of 16 novel compounds. They had prevailingly micromolar activities against CDK2 and the best compound of the series attained IC50 of 190 nM. The binding modes were explored in molecular details by modeling and docking. Quantum mechanics-based scoring was used to rationalize the affinities. In conclusion, the discovered 9-hydroxymethylnorbornyl moiety was shown by joint experimental-theoretical efforts to be able to serve as a novel substituent for CDK2 inhibitors. This finding opens door to the exploration of chemical space towards more effective derivatives targeting this important class of protein kinases.
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  • 文章类型: Journal Article
    We present comprehensive testing of solvent representation in quantum mechanics (QM)-based scoring of protein-ligand affinities. To this aim, we prepared 21 new inhibitors of cyclin-dependent kinase 2 (CDK2) with the pyrazolo[1,5-a]pyrimidine core, whose activities spanned three orders of magnitude. The crystal structure of a potent inhibitor bound to the active CDK2/cyclin A complex revealed that the biphenyl substituent at position 5 of the pyrazolo[1,5-a]pyrimidine scaffold was located in a previously unexplored pocket and that six water molecules resided in the active site. Using molecular dynamics, protein-ligand interactions and active-site water H-bond networks as well as thermodynamics were probed. Thereafter, all the inhibitors were scored by the QM approach utilizing the COSMO implicit solvent model. Such a standard treatment failed to produce a correlation with the experiment (R2 = 0.49). However, the addition of the active-site waters resulted in significant improvement (R2 = 0.68). The activities of the compounds could thus be interpreted by taking into account their specific noncovalent interactions with CDK2 and the active-site waters. In summary, using a combination of several experimental and theoretical approaches we demonstrate that the inclusion of explicit solvent effects enhance QM/COSMO scoring to produce a reliable structure-activity relationship with physical insights. More generally, this approach is envisioned to contribute to increased accuracy of the computational design of novel inhibitors.
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