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基于前瞻性定量构效关系的恶二唑取代α-异丙氧基苯丙酸与PPARα和PPARγ双重激活剂的药效团研究预测模型。

Prospective QSAR-based prediction models with pharmacophore studies of oxadiazole-substituted α-isopropoxy phenylpropanoic acids on with dual activators of PPARα and PPARγ.

作者信息

Sharma Mukesh C

机构信息

Drug Design and Development Laboratory, School of Pharmacy, Devi Ahilya Vishwavidyalaya, Takshila Campus, Khandwa Road, Indore, M.P, 452 001, India,

出版信息

Interdiscip Sci. 2014 Sep 2. doi: 10.1007/s12539-013-0051-6.

Abstract

A series of oxadiazole-substituted α-isopropoxy phenylpropanoic acids with dual activators of PPARα and PPARγ derivatives were subjected to two dimensional and k-nearest neighbour Molecular field analysis. The statistically significant best 2D-QSAR (PPARα) model having good predictive ability with statistical values of r = 0.8725, q = 0.7957 and pred_r = 0.8136, was developed by GA-PLS with the descriptors like SsClcount, SddsN (nitro) count and SsOHcount contribute significantly to the biological activity. The best 3D-QSAR studies (PPARα) were performed using the genetic algorithm selection k-nearest neighbor molecular field analysis approach; a leave-one-out cross-validated correlation coefficient q=0.7188 and predicate activity pred_r =0.7508 were obtained. The influences of steric and electrostatic field effects generated by the contribution plots are discussed. The best pharmacophore model includes three features viz. hydrogen bond donor, hydrogen bond acceptor, and aromatic features were developed. The information rendered by 2D, 3D QSAR models may lead to a better understanding of structural requirements of substituted α-isopropoxy phenylpropanoic derivatives and also aid in designing novel potent PPARα and PPARγ for antihyperglycemic molecules.

摘要

一系列具有PPARα和PPARγ衍生物双重激活剂的恶二唑取代的α-异丙氧基苯丙酸进行了二维和k近邻分子场分析。通过GA-PLS建立了具有良好预测能力的统计显著最佳二维QSAR(PPARα)模型,其统计值r = 0.8725、q = 0.7957和pred_r = 0.8136,其中描述符如SsClcount、SddsN(硝基)计数和SsOHcount对生物活性有显著贡献。使用遗传算法选择k近邻分子场分析方法进行了最佳三维QSAR研究(PPARα);获得了留一法交叉验证相关系数q = 0.7188和预测活性pred_r = 0.7508。讨论了贡献图产生的空间和静电场效应的影响。开发了最佳药效团模型,包括三个特征,即氢键供体、氢键受体和芳香特征。二维、三维QSAR模型提供的信息可能有助于更好地理解取代α-异丙氧基苯丙酸衍生物的结构要求,并有助于设计新型有效的抗高血糖分子的PPARα和PPARγ。

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