药效团模型和3D QSAR研究预测基质金属蛋白酶的抑制活性羟基甲酸酯衍生物

Dharmender Rathee , Viney Lather , Harish Dureja
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引用次数: 12

摘要

为了开发有效的基质金属蛋白酶抑制剂(MMP-2和MMP-9)作为抗癌药物,利用PHASE 3.0建立药效团模型和三维定量构效关系(3D-QSAR)模型。针对所研究的数据集建立了药效团5点(AAARR)模型,并使用生成的模型推导基于原子的预测3D-QSAR模型。在确定了一个有效的假设后,我们应用PLS算法开发了3D-QSAR模型。所选择的3D-QSAR模型提示了MMPs抑制电位的吸电子特征的活力。此外,疏水基团、氢键给体基团、正离子和负离子特征以及吸电子特征也对MMPs的抑制电位有正贡献。所建立的模型具有统计学稳健性(MMP-2 Q2 = 0.51;pred R2 = 0.67;Mmp-9 q2 = 0.59;pred R2 = 0.77)。QSAR结果有助于确定羟基甲酸酯衍生物的结构特征与其活性之间的关系,这可能有助于设计新的MMP抑制剂。
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Pharmacophore modeling and 3D QSAR studies for prediction of matrix metalloproteinases inhibitory activity of hydroxamate derivatives

In order to develop potent inhibitors of matrix metalloproteinase (MMP-2 and MMP-9) as anticancer agents, pharmacophore modeling and three-dimensional quantitative structure–activity relationship (3D-QSAR) models were established using PHASE 3.0. A pharmacophore 5-point (AAARR) model was developed for the studied dataset and the generated model was used to derive the predictive atom-based 3D-QSAR models. After identifying a valid hypothesis, we developed 3D-QSAR models applying the PLS algorithm. The selected 3D-QSAR models were suggestive of the vitality of the electron-withdrawing feature for the MMPs inhibitory potential. In addition, hydrophobic groups, hydrogen bond donor groups, positive ionic and negative ionic features also positively contributed to the MMPs inhibitory potential along with the electron-withdrawing feature. The developed models were statistically robust (MMP-2 Q2 = 0.51; pred R2 = 0.67; MMP-9 Q2 = 0.59; pred R2 = 0.77). The QSAR results help in identifying a relationship between structural features of hydroxamate derivatives and their activities which could be useful to design newer MMP inhibitors.

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