Department of Chemistry Isfahan University of Technology, Isfahan, Iran.
SAR QSAR Environ Res. 2013;24(9):773-94. doi: 10.1080/1062936X.2013.792877. Epub 2013 Jul 17.
In this study we present an approach for predicting the inhibitory activity of acetylcholinesterase (AChE) inhibitors by combining molecular dynamics (MD) simulation and docking studies in a structure-based quantitative structure-activity relationship (QSAR) model. The MD simulation was performed on AChE to obtain enzyme conformation in a water environment. The resulting conformation of the enzyme was used for docking with the most potent inhibitor (26a). Docking analysis revealed that hydrophobic interactions play important roles in the AChE-inhibitor complex. Then, all inhibitors that could bind simultaneously at the catalytic site and at the peripheral anionic site of AChE were docked into the enzyme and their interactions with AChE were used as new interpretable descriptors in a structure-based QSAR model. The least squares support vector regression was constructed using the four most relevant docking descriptors and one molecular structure descriptor. The Q(2) value of the model was found to be 0.790. Furthermore, to study the enzyme conformation stability, a second MD simulation was performed on AChE-inhibitor 26a complex. In MD simulation, the topological parameters of the inhibitor were derived from the PRODRG server, and partial atomic charges were modified using the B3LYP/6-31G level of theory. The radius of gyration for the complex showed that AChE conformation did not change in the presence of the inhibitors.
在这项研究中,我们提出了一种通过将分子动力学 (MD) 模拟与对接研究相结合,在基于结构的定量构效关系 (QSAR) 模型中预测乙酰胆碱酯酶 (AChE) 抑制剂抑制活性的方法。在 MD 模拟中,我们对 AChE 进行了模拟,以获得在水环境中的酶构象。所得酶构象用于与最有效的抑制剂 (26a) 对接。对接分析表明,疏水相互作用在 AChE-抑制剂复合物中起着重要作用。然后,将所有能够同时结合 AChE 的催化部位和外周阴离子部位的抑制剂对接进入酶中,并将其与 AChE 的相互作用用作基于结构的 QSAR 模型中的新可解释描述符。使用四个最相关的对接描述符和一个分子结构描述符构建了最小二乘支持向量回归。该模型的 Q(2) 值被发现为 0.790。此外,为了研究酶构象稳定性,我们对 AChE-抑制剂 26a 复合物进行了第二次 MD 模拟。在 MD 模拟中,抑制剂的拓扑参数是从 PRODRG 服务器中导出的,部分原子电荷是使用 B3LYP/6-31G 理论水平进行修改的。复合物的旋转半径表明,在抑制剂存在的情况下,AChE 构象没有发生变化。