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QSAR model for predicting the fungicidal action of 1,2,4-triazole derivatives against Candida albicans

机译:QSAR模型预测1,2,4-三唑衍生物对白色念珠菌的杀真菌作用

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QSAR analysis of a series of previously synthesised 1-(1H-1,2,4-triazole-1-yl)-2-(2,4-difluorophenyl)-3-substituted-2-propanols(TDFPP) as analogues of fluconazole were tested for growth inhibitory activity against Candida albicans using computer assisted multiple regression analysis. This was in order to explore the selectivity requirements for fungicidal activity against C. albicans among these congeners. A training set comprising 40 analogues and a test set comprising ten analogues of 1-(1H-1, 2, 4-triazole-1-yl)-2-(2,4-difluorophenyl)-3-substituted-2-propanols were selected for the present investigation by using the sphere exclusion method embedded in the Vlife MDS 3.5 software. With respect to the modelling of the growth inhibitory activity of the reported compounds, the regression analysis shows that even in the mono-parametric correlations the topological and physicochemical parameters give significant regression coefficients. The validation of the QSAR models was performed by cross-validation and external test set prediction. The model is not only able to predict the activity of new compounds but also explains the important region in the molecules in a quantitative manner.
机译:一系列先前合成的1-(1H-1,2,4-三唑-1-基)-2-(2,4-二氟苯基)-3-取代-2-丙醇(TDFPP)作为氟康唑类似物的QSAR分析使用计算机辅助多元回归分析测试了针对白色念珠菌的生长抑制活性。这是为了探索在这些同类物中针对白色念珠菌的杀真菌活性的选择性要求。包含40个类似物的训练组和包含10个1-(1H-1,2,2,4-三唑-1-基)-2-(2,4-二氟苯基)-3-取代-2-丙醇的类似物的测试组。通过使用Vlife MDS 3.5软件中嵌入的球形排除方法选择用于本研究的软件。关于所报道化合物的生长抑制活性的建模,回归分析表明,即使在单参数相关性中,拓扑和理化参数也给出了显着的回归系数。通过交叉验证和外部测试集预测来执行QSAR模型的验证。该模型不仅能够预测新化合物的活性,而且可以定量地解释分子中的重要区域。

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