Iida Shinji, Nakamura Hironori K, Mashimo Tadaaki, Fukunishi Yoshifumi
Technology Research Association for Next-Generation Natural Products Chemistry, 2-3-26, Aomi, Koto-ku, Tokyo 135-0064, Japan.
Biomodeling Research Co., Ltd., 1-704-2, Uedanishi, Tenpaku-ku, Nagoya, Aichi 468-0058, Japan.
J Phys Chem B. 2020 Nov 12;124(45):9977-9986. doi: 10.1021/acs.jpcb.0c04963. Epub 2020 Nov 3.
Cryptic sites are binding pockets that are transiently formed in an apo form or that are induced by ligand binding. The investigation of cryptic sites is crucial for drug discovery, since these sites are ubiquitous in disease-related human proteins, and targeting them expands the number of drug targets greatly. However, although many computational studies have attempted to identify cryptic sites, the detection remains challenging. Here, we aimed to characterize and detect cryptic sites in terms of structural fluctuations in an apo form, investigating proteins each of which possesses a cryptic site. From their X-ray structures, we saw that aromatic residues tended to be found in cryptic sites. To examine structural fluctuations of the apo forms, we performed molecular dynamics (MD) simulations, producing probability distributions of the solvent-accessible surface area per aromatic residue. To detect aromatic residues in cryptic sites, we have proposed a "cryptic-site index" based on the distribution, demonstrating the performance via several measures, such as recall and specificity. Besides, we found that high-ranking aromatic residues were likely to probe concaves in a cryptic site. This implies that such fluctuations provide a profile of scaffolds of compounds with the potential to bind to a particular cryptic site.
隐匿位点是在无配体形式下短暂形成或由配体结合诱导产生的结合口袋。隐匿位点的研究对于药物发现至关重要,因为这些位点在与疾病相关的人类蛋白质中普遍存在,靶向它们会极大地增加药物靶点的数量。然而,尽管许多计算研究试图识别隐匿位点,但检测仍然具有挑战性。在这里,我们旨在根据无配体形式下的结构波动来表征和检测隐匿位点,研究每个都具有隐匿位点的蛋白质。从它们的X射线结构中,我们发现芳香族残基倾向于出现在隐匿位点中。为了检查无配体形式的结构波动,我们进行了分子动力学(MD)模拟,生成了每个芳香族残基的溶剂可及表面积的概率分布。为了检测隐匿位点中的芳香族残基,我们基于该分布提出了一个“隐匿位点指数”,并通过召回率和特异性等多种指标展示了其性能。此外,我们发现排名靠前的芳香族残基可能探测隐匿位点中的凹陷。这意味着这种波动提供了具有与特定隐匿位点结合潜力的化合物支架的特征。