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Multiple receptor conformation docking and dock pose clustering as tool for CoMFA and CoMSIA analysis – a case study on HIV-1 protease inhibitors

机译:多受体构象对接和对接姿势聚类作为CoMFA和CoMSIA分析的工具– HIV-1蛋白酶抑制剂的案例研究

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Multiple receptors conformation docking (MRCD) and clustering of dock poses allows seamless incorporation of receptor binding conformation of the molecules on wide range of ligands with varied structural scaffold. The accuracy of the approach was tested on a set of 120 cyclic urea molecules having HIV-1 protease inhibitory activity using 12 high resolution X-ray crystal structures and one NMR resolved conformation of HIV-1 protease extracted from protein data bank. A cross validation was performed on 25 non-cyclic urea HIV-1 protease inhibitor having varied structures. The comparative molecular field analysis (CoMFA) and comparative molecular similarity indices analysis (CoMSIA) models were generated using 60 molecules in the training set by applying leave one out cross validation method, rloo2 values of 0.598 and 0.674 for CoMFA and CoMSIA respectively and non-cross validated regression coefficient r2 values of 0.983 and 0.985 were obtained for CoMFA and CoMSIA respectively. The predictive ability of these models was determined using a test set of 60 cyclic urea molecules that gave predictive correlation (rpred2) of 0.684 and 0.64 respectively for CoMFA and CoMSIA indicating good internal predictive ability. Based on this information 25 non-cyclic urea molecules were taken as a test set to check the external predictive ability of these models. This gave remarkable out come with rpred2 of 0.61 and 0.53 for CoMFA and CoMSIA respectively. The results invariably show that this method is useful for performing 3D QSAR analysis on molecules having different structural motifs.
机译:多个受体构象对接(MRCD)和对接姿势的聚类允许分子在各种结构支架上的各种配体上无缝结合受体结合构象。使用12种高分辨率X射线晶体结构和从蛋白质数据库中提取的HIV-1蛋白酶的NMR解析构象,对一组具有HIV-1蛋白酶抑制活性的120个环状脲分子进行了测试,该方法的准确性。对具有不同结构的25种非环状尿素HIV-1蛋白酶抑制剂进行交叉验证。使用留一法交叉验证方法,使用训练集中的60个分子,建立了比较分子场分析(CoMFA)和比较分子相似性指标分析(CoMSIA)模型,r loo 2 < CoMFA和CoMSIA的/ sup>值分别为0.598和0.674,CoMFA和CoMSIA的非交叉验证回归系数r 2 值分别为0.983和0.985。使用60个环状尿素分子的测试集确定了这些模型的预测能力,这对CoMFA和CoMSIA的预测相关性(r pred 2 )分别为0.684和0.64。良好的内部预测能力。基于此信息,将25个非环状尿素分子作为测试集,以检查这些模型的外部预测能力。 CoMFA和CoMSIA的r pred 2 分别为0.61和0.53。结果始终表明,该方法可用于对具有不同结构基序的分子进行3D QSAR分析。

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