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利用虚拟共结晶药效团生成发现新型热休克蛋白90抑制剂。

Discovery of new heat shock protein 90 inhibitors using virtual co-crystallized pharmacophore generation.

作者信息

Al-Sha'er Mahmoud A, Mansi Iman, Khanfar Malak, Abudayyh Alaa

机构信息

a Faculty of Pharmacy , Zarqa University , Zarqa , Jordan and.

b Faculty of Pharmaceutical Sciences , the Hashemite University , Zarqa , Jordan.

出版信息

J Enzyme Inhib Med Chem. 2016;31(sup4):64-77. doi: 10.1080/14756366.2016.1218485. Epub 2016 Aug 28.

Abstract

The pharmacophoric features of the virtual cocrystallized protein of 178 Hsp90 proteins were obtained from the protein data bank and explored to generate 1260 pharmacophores evaluated using the decoy list composed of 1022 compounds. Accordingly, 51 pharmacophores were selected with high receiver operating characteristic (ROC) value for further processing. Subsequently, genetic algorithm and multiple linear regression analysis were employed to select an optimal combination of pharmacophoric models and 2D physicochemical descriptors capable of accessing a self-consistent quantitative structure-activity relationship (QSAR) of optimal predictive potential (R = 0.819, F = 43.0, R= 0.782, R against 16 external test inhibitors equal 0.735). Two orthogonal pharmacophores emerged in the QSAR equation suggesting the existence of at least two binding modes accessible to ligands within the Hsp90 binding pocket. The fifth generated pharmacophoric model from Hsp90 protein 2XJX (2XJX_2_05), and the forth generated cocrystallized pharmacophoric model from Hsp90 protein 4LWF (4LWF_2_04) with area under the curve AUC-ROC values 0.812 and 0.876, respectively were selected to be used as a searching tool sequentially of the National Cancer Institute (NCI) database. The captured hits were mapped based on successful hypotheses and the best predicted hits were selected. Twenty-four hits showed Hsp90 inhibition, 15 hits were measured with low micromolar IC ranged from 5.0 μM to 77.1 μM.

摘要

178种热休克蛋白90(Hsp90)的虚拟共结晶蛋白的药效团特征取自蛋白质数据库,并进行探索以生成1260个药效团,使用由1022种化合物组成的诱饵列表进行评估。据此,选择了51个具有高接受者操作特征(ROC)值的药效团进行进一步处理。随后,采用遗传算法和多元线性回归分析来选择药效团模型和二维物理化学描述符的最佳组合,以获得具有最佳预测潜力的自洽定量构效关系(QSAR)(R = 0.819,F = 43.0,R = 0.782,与16种外部测试抑制剂的R值等于0.735)。QSAR方程中出现了两个正交药效团,表明在Hsp90结合口袋内配体至少可利用两种结合模式。从Hsp90蛋白2XJX生成的第五个药效团模型(2XJX_2_05),以及从Hsp90蛋白4LWF生成的第四个共结晶药效团模型(4LWF_2_04),其曲线下面积AUC-ROC值分别为0.812和0.876,被选作美国国立癌症研究所(NCI)数据库的搜索工具。根据成功的假设对捕获的命中物进行映射,并选择最佳预测的命中物。24个命中物显示出Hsp90抑制作用,15个命中物的低微摩尔IC值在5.0 μM至77.1 μM范围内进行了测量。

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