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Quantitative Structure-Activity Relationship Studies of 4-Imidazolyl- 14-dihydropyridines as Calcium Channel Blockers

机译:4-咪唑基-14-二氢吡啶类化合物作为钙通道阻滞剂的定量构效关系研究

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摘要

>Objective(s): The structure- activity relationship of a series of 36 molecules, showing L-type calcium channel blocking was studied using a QSAR (quantitative structure–activity relationship) method. >Materials and Methods: Structures were optimized by the semi-empirical AM1 quantum-chemical method which was also used to find structure-calcium channel blocking activity trends. Several types of descriptors, including electrotopological, structural and thermodynamics were used to derive a quantitative relationship between L-type calcium channel blocking activity and structural properties. The developed QSAR model contributed to a mechanistic understanding of the investigated biological effects. >Results: Multiple linear regressions (MLR) was employed to model the relationships between molecular descriptors and biological activities of molecules using stepwise method and genetic algorithm as variable selection tools. The accuracy of the proposed MLR model was illustrated using cross-validation, and Y-randomisation -as the evaluation techniques. >Conclusion: The predictive ability of the model was found to be satisfactory and could be used for designing a similar group of 1,4- dihydropyridines , based on a pyridine structure core which can block calcium channels.
机译:>目的:使用QSAR(定量结构-活性关系)方法研究了显示L型钙通道阻滞的36个分子的结构-活性关系。 >材料和方法:通过半经验AM1量子化学方法对结构进行了优化,该方法还用于发现结构钙通道阻滞活性的趋势。几种类型的描述子,包括电拓扑,结构和热力学被用来推导L型钙通道阻滞活性和结构性质之间的定量关系。发达的QSAR模型有助于对所研究的生物学效应进行机械理解。 >结果:采用逐步线性回归和遗传算法作为变量选择工具,采用多元线性回归(MLR)建模分子描述子与分子生物学活性之间的关系。使用交叉验证和Y随机化作为评估技术来说明所提出的MLR模型的准确性。 >结论:该模型的预测能力令人满意,可用于设计可阻止钙通道的吡啶结构核心的相似的1,4-二氢吡啶类化合物。

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