2D- and 3D-QSAR Study of Acyl Homoserine Lactone Derivatives as Potent Inhibitors of Quorum Sensor, SdiA in Salmonella typhimurium

A series of Acyl homoserine lactone derivatives against quorum sensing (QS) enhanced transcriptional regulator SdiA of S. typhimurium were used to establish the physicochemical and structural requirements for the inhibition of QS using 2D- and 3D-QSAR methods. The QSAR model was developed by employi...

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Main Authors: Gnanendra Shanmugam, Syed Mohamed, Jeyakumar Natarajan
Format: Article
Language:English
Published: Bulgarian Academy of Sciences 2016-12-01
Series:International Journal Bioautomation
Subjects:
Online Access:http://www.biomed.bas.bg/bioautomation/2016/vol_20.4/files/20.4_02.pdf
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spelling doaj-bad64a2cc190430381ba581a973d77482020-11-25T03:53:08ZengBulgarian Academy of SciencesInternational Journal Bioautomation1314-19021314-23212016-12-012044414562D- and 3D-QSAR Study of Acyl Homoserine Lactone Derivatives as Potent Inhibitors of Quorum Sensor, SdiA in Salmonella typhimuriumGnanendra Shanmugam0Syed MohamedJeyakumar NatarajanBioinformatics Division, Center for Research and Development, Mahendra Educational Institutions, Mallasamudram, Tiruchengode, Tamil Nadu, IndiaA series of Acyl homoserine lactone derivatives against quorum sensing (QS) enhanced transcriptional regulator SdiA of S. typhimurium were used to establish the physicochemical and structural requirements for the inhibition of QS using 2D- and 3D-QSAR methods. The QSAR model was developed by employing 35 compounds as a training set and the predictive ability was assessed by a test set of 12 compounds. The best 2D-QSAR model for the prediction of SdiA, quorum sensor inhibitory activity has been developed using Multiple Linear Regression method (giving r2 = 0.8012 and q2 = 0.657), Principal Component Regression method (giving r2 = 0.8104 and q2 = 0.625), and Partial Least Squares Regression method (giving r2 = 0.8023 and q2 = 0.648). The best model for 3D-QSAR has been obtained using Comparative Molecular Field Analysis (CoMFA) method, giving r2 = 0.896 and q2 = 0.772. The 2D-QSAR results revealed that the most important descriptors for predicting the anti-quorum sensing activity were alignment-independent descriptors and the topology index descriptors. The 3D-QSAR results of CoMFA contour maps impart some important structural features-like electronegative substituent (Br, Cl, F) on lactone ring favors the strong inhibitory activity. These results will be further useful for development of new quorum sensing inhibitors with structural diversity.http://www.biomed.bas.bg/bioautomation/2016/vol_20.4/files/20.4_02.pdfSalmonella typhimurium2D-QSAR3D-QSARCoMFAQS inhibitors
collection DOAJ
language English
format Article
sources DOAJ
author Gnanendra Shanmugam
Syed Mohamed
Jeyakumar Natarajan
spellingShingle Gnanendra Shanmugam
Syed Mohamed
Jeyakumar Natarajan
2D- and 3D-QSAR Study of Acyl Homoserine Lactone Derivatives as Potent Inhibitors of Quorum Sensor, SdiA in Salmonella typhimurium
International Journal Bioautomation
Salmonella typhimurium
2D-QSAR
3D-QSAR
CoMFA
QS inhibitors
author_facet Gnanendra Shanmugam
Syed Mohamed
Jeyakumar Natarajan
author_sort Gnanendra Shanmugam
title 2D- and 3D-QSAR Study of Acyl Homoserine Lactone Derivatives as Potent Inhibitors of Quorum Sensor, SdiA in Salmonella typhimurium
title_short 2D- and 3D-QSAR Study of Acyl Homoserine Lactone Derivatives as Potent Inhibitors of Quorum Sensor, SdiA in Salmonella typhimurium
title_full 2D- and 3D-QSAR Study of Acyl Homoserine Lactone Derivatives as Potent Inhibitors of Quorum Sensor, SdiA in Salmonella typhimurium
title_fullStr 2D- and 3D-QSAR Study of Acyl Homoserine Lactone Derivatives as Potent Inhibitors of Quorum Sensor, SdiA in Salmonella typhimurium
title_full_unstemmed 2D- and 3D-QSAR Study of Acyl Homoserine Lactone Derivatives as Potent Inhibitors of Quorum Sensor, SdiA in Salmonella typhimurium
title_sort 2d- and 3d-qsar study of acyl homoserine lactone derivatives as potent inhibitors of quorum sensor, sdia in salmonella typhimurium
publisher Bulgarian Academy of Sciences
series International Journal Bioautomation
issn 1314-1902
1314-2321
publishDate 2016-12-01
description A series of Acyl homoserine lactone derivatives against quorum sensing (QS) enhanced transcriptional regulator SdiA of S. typhimurium were used to establish the physicochemical and structural requirements for the inhibition of QS using 2D- and 3D-QSAR methods. The QSAR model was developed by employing 35 compounds as a training set and the predictive ability was assessed by a test set of 12 compounds. The best 2D-QSAR model for the prediction of SdiA, quorum sensor inhibitory activity has been developed using Multiple Linear Regression method (giving r2 = 0.8012 and q2 = 0.657), Principal Component Regression method (giving r2 = 0.8104 and q2 = 0.625), and Partial Least Squares Regression method (giving r2 = 0.8023 and q2 = 0.648). The best model for 3D-QSAR has been obtained using Comparative Molecular Field Analysis (CoMFA) method, giving r2 = 0.896 and q2 = 0.772. The 2D-QSAR results revealed that the most important descriptors for predicting the anti-quorum sensing activity were alignment-independent descriptors and the topology index descriptors. The 3D-QSAR results of CoMFA contour maps impart some important structural features-like electronegative substituent (Br, Cl, F) on lactone ring favors the strong inhibitory activity. These results will be further useful for development of new quorum sensing inhibitors with structural diversity.
topic Salmonella typhimurium
2D-QSAR
3D-QSAR
CoMFA
QS inhibitors
url http://www.biomed.bas.bg/bioautomation/2016/vol_20.4/files/20.4_02.pdf
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