DEVELOPMENT OF A ROBUST QSAR MODEL OF ANGIOTENSIN RECEPTOR REVEALS A K NEAREST NEIGHBOR APPLICABLE TO DIVERSE SCAFFOLDS
Journal: Indian Drugs (Vol.54, No. 6)Publication Date: 2017-06-30
Authors : Sharma M. C.; Kohli;
Page : 30-36
Keywords : 2D-QSAR; k-nearest neighbor; SW-PLS; quinazolinones; Angiotensin AT1 receptor blockers;
Abstract
Quantitative structure–activity relationship (QSAR) studies were performed on quinazolinone analogues for prediction of antihypertensive activity. The best significant 2D-QSAR model having r 2 = 0.8118 and pred_r 2 = 0.7428 was developed by stepwise-partial least square method. k-nearest neighbor molecular field analysis was used to construct the best 3D-QSAR model, showing good correlative and predictive capabilities in terms of q 2 = 0.7388 and pred_r 2 = 0.6983. Results reveal that the 2D-QSAR studies signify positive contribution of SssOe index and SsCH 3 count towards the biological activity. The results have showed that electronegative groups are necessary for activity and halogen, bulky, less bulky groups in quinazolinones nucleus enhanced the biological activity. The information rendered by 2D- and 3D-QSAR models may lead to a better understanding of structural requirements of substituted quinazolinones derivatives and also aid in designing novel potent antihypertensive molecules.
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