3D-QSAR建模,分子对接和量子力学方法鉴定新的AKT1抑制剂pleckstrin同源结构域

R. Kavitha, C. Meganathan
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摘要

已经生成了基于原子的3D-QSAR模型,以使用薛定谔的PHASE模块确定这些AKT1抑制剂所需的基本结构特征。药效团假设包含一个氢键受体、两个氢键供体和两个芳香环等五个特征,给出了一个最佳的基于原子的3D-QSAR模型。所获得的3D-QSAR模型具有良好的统计预测值、交叉验证的相关系数、Fisher比和Pearson值。进一步使用R2pred和rm2指标等测试集预测验证药效团模型的可预测性。此外,该验证的药效团模型被用作从NCI和ZINC数据库中筛选化合物的3D查询。所得的命中化合物通过利平斯基的五法则和ADME特性进行过滤。进行分子对接研究,探索化合物在AKT1活性位点的合适结合能力。为了进一步确认抑制剂的效力,我们计算了被击中化合物的最高已占据分子轨道、最低未占据分子轨道和能隙值。最后,基于良好的分子相互作用、对接分数和电子性质,选择了两个命中分子作为新型命中分子。
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3D-QSAR modeling, molecular docking and quantum mechanical approaches to identify pleckstrin homology domain of new AKT1 inhibitors
The Atom-based 3D-QSAR models have been generated, to identify the essential structural features required for these AKT1 inhibitors using the PHASE module of Schrodinger. A pharmacophore hypothesis contained five features such as one hydrogen bond acceptors, two hydrogen bond donors and two aromatic rings gives a best atom-based 3D-QSAR model. The obtained 3D-QSAR model had good statistical predictive values, cross validated correlation coefficient, Fisher ratio and Pearson’s value. Further the predictability of the pharmacophore model was validated using test set prediction such as R2pred and rm2 metrics. Moreover, this validated pharmacophore model was used as a 3D query to screen the compounds from NCI and ZINC database. The resultant hit compounds were filtered by Lipinski’s rule of five as well as the ADME properties. The molecular docking study was carried out to explore the suitable binding capabilities of compounds in the AKT1 active site. Further to confirm the inhibitor potencies, we have calculated the highest occupied molecular orbital, lowest unoccupied molecular orbital and energy gap values for hit compounds. Finally, two hit molecules were selected as novel hit molecules based on good molecular interactions, docking score and electronic properties.
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