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3D-QSAR Modeling, Molecular Docking and Quantum Mechanical Approaches to Identify Pleckstrin Homology Domain of New AKT1 Inhibitors

机译:3D-QSAR建模,分子对接和量子力学方法,用于鉴定新AKT1抑制剂的Pleckstrin同源域

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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 R~2_(pred) and r_(m2) 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.
机译:已经生成了基于原子的3D-QSAR模型,以识别使用Schrodinger的相位模块来识别这些AKT1抑制器所需的基本结构特征。药疗法假设含有五种特征,例如一个氢键受体,两个氢键供体和两个芳环给出了最佳的基于原子的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比率和Pearson的价值。此外,使用测试设定预测验证了药物模型的可预测性,例如R〜2_(pred)和R_(M2)度量。此外,该验证的药效线模型用作3D查询以筛选来自NCI和锌数据库的化合物。通过Lipinski的五个以及Adape属性过滤所得击中化合物。进行分子对接研究以探讨AKT1活性位点中化合物的合适结合能力。进一步证实抑制剂疗效,我们已经计算出最高占用的分子轨道,最低未占用的分子轨道和能隙值的击中化合物。最后,选择两个击中分子作为基于良好分子相互作用,对接得分和电子性质的新型击中分子。

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