Laboratory of Computational Medicinal Chemistry-LabQMC, Faculty of Pharmacy, Fluminense Federal University-UFF, Niterói, RJ 24241-000, Brazil.
Molecules. 2012 Jun 25;17(7):7666-94. doi: 10.3390/molecules17077666.
A series of 74 dihydroalkoxybenzyloxopyrimidines (DABOs), a class of highly potent non-nucleoside reverse transcriptase inhibitors (NNRTIs), was retrieved from the literature and studied by receptor-dependent (RD) three-dimensional quantitative structure-activity relationship (3D-QSAR) analysis to derive RD-3D-QSAR models. The descriptors in this new method are the steric and electrostatic interaction energies of the protein-ligand complexes (per residue) simulated by molecular dynamics, an approach named Residue-Ligand Interaction Energy (ReLIE). This study was performed using a training set of 59 compounds and the MKC-442/RT complex structure as reference. The ReLIE-3D-QSAR models were constructed and evaluated by genetic algorithm (GA) and partial least squares (PLS). In the best equations, at least one term is related to one of the amino acid residues of the p51 subunit: Asn136, Asn137, Glu138, and Thr139. This fact implies the importance of interchain interaction (p66-p51) in the equations that best describe the structure-activity relationship for this class of compounds. The best equation shows q² = 0.660, SE(cv) = 0.500, r² = 0.930, and SEE = 0.226. The external predictive ability of this best model was evaluated using a test set of 15 compounds. In order to design more potent DABO analogues as anti-HIV/AIDS agents, substituents capable of interactions with residues like Ile94, Lys101, Tyr181, and Tyr188 should be selected. Also, given the importance of the conserved Asn136, this residue could become an attractive target for the design of novel NNRTIs with improved potency and increased ability to avoid the development of drug-resistant viruses.
从文献中检索到一系列 74 种二氢烷氧基苯并嘧啶(DABO),这是一类非常有效的非核苷类逆转录酶抑制剂(NNRTI),并通过受体依赖性(RD)三维定量构效关系(3D-QSAR)分析对其进行研究,以得出 RD-3D-QSAR 模型。在这个新方法中,描述符是通过分子动力学模拟的蛋白质-配体复合物(每个残基)的立体和静电相互作用能,这种方法称为残基-配体相互作用能(ReLIE)。这项研究使用了一个包含 59 种化合物的训练集和 MKC-442/RT 复合物结构作为参考。通过遗传算法(GA)和偏最小二乘法(PLS)构建和评估 ReLIE-3D-QSAR 模型。在最佳方程中,至少有一个术语与 p51 亚基的一个氨基酸残基有关:Asn136、Asn137、Glu138 和 Thr139。这一事实表明,在最佳描述此类化合物结构-活性关系的方程中,链间相互作用(p66-p51)的重要性。最佳方程显示 q² = 0.660、SE(cv) = 0.500、r² = 0.930 和 SEE = 0.226。通过一个包含 15 种化合物的测试集来评估该最佳模型的外部预测能力。为了设计更有效的 DABO 类似物作为抗 HIV/AIDS 药物,应该选择能够与残基(如 Ile94、Lys101、Tyr181 和 Tyr188)相互作用的取代基。此外,考虑到保守的 Asn136 的重要性,该残基可能成为设计新型 NNRTI 的有吸引力的靶点,这些新型 NNRTI 具有提高的效力和增加避免耐药病毒发展的能力。