Multivariate image analysis applied to QSAR: Evaluation to a series of potential anxiolytic agents

被引:27
作者
Freitas, Matheus P. [1 ]
机构
[1] Univ Fed Lavras, Dept Quim, BR-37200000 Lavras, MG, Brazil
关键词
5-HT2C receptor antagonists; MIA; -; QSAR; PLS regression;
D O I
10.1016/j.chemolab.2007.11.002
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A recently implemented QSAR method, whose descriptors derive from bidimensional images, is applied here to model some compounds with anxiolytic activities. A calibration set composed by 47 drug-like molecules (5-HT2C receptor antagonists) was built and a leave-one-out crossvalidation, as well as an external validation, was carried out in order to test the predictive ability of the calibration model. The results (R-2=0.866 and Q(2) for the external validation set=0.681, using 6 latent variables) were comparable to the ones obtained elsewhere, where a CoMFA model was used as 3D approach. (c) 2007 Elsevier B.V. All rights reserved.
引用
收藏
页码:173 / 176
页数:4
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