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A multivariate statistical analysis of the QSAR of 2-(substituted phenyl)indan-1,3-diones with hypolipidemic activity

机译:具有降血脂活性的2-(取代苯基)茚满-1,3-二酮的QSAR的多元统计分析

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Electronic descriptors obtained from AM1 molecular orbital calculations were employed, along with the empirical parameters log P and π, in a multivariate statistical analysis of the quantitative structure-activity relationships (QSAR) in a group of sixteen 2-(substituted phenyl)indan- 1,3-diones possessing hypolipidemic activities. AM1 descriptors were obtained both for the isolated molecule model and, to simulate the solvent effect, for the COSMO model (conductor-like screening model) in our QSAR analysis. From sixteen studied derivatives, three were excluded from the set of molecules used in the model building stage in order to serve as a test set. In general, the results obtained from this test set validated our quantitative models, which were based on linear regressions and principal component analysis (PCA). From these results, new derivatives were predicted to be more potent hypolipidemic agents than the indan-1,3-diones for which experimental activities were determined. For instance, our results suggest that 2-(ortho-hydroxy-phenyl)indan-1,3-dione is a potential candidate for new experimental screening studies for reducing serum cholesterol and triglyceride levels.
机译:在一组16个2-(取代苯基)茚满-1的定量结构-活性关系(QSAR)的多元统计分析中,使用了从AM1分子轨道计算获得的电子描述符以及经验参数log P和π。 ,3-二酮具有降血脂活性。在我们的QSAR分析中,为分离的分子模型以及模拟溶剂效应的COSMO模型(类似导体的筛查模型)都获得了AM1描述子。从16个研究的衍生物中,将3个从模型构建阶段使用的分子集中排除,以用作测试集。通常,从该测试集中获得的结果验证了我们的定量模型,该模型基于线性回归和主成分分析(PCA)。从这些结果,新的衍生物被预测比确定实验活性的茚满-1,3-二酮是更有效的降血脂药。例如,我们的结果表明2-(邻羟基苯基)茚满-1,3-二酮是用于降低血清胆固醇和甘油三酸酯水平的新实验筛选研究的潜在候选者。

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