Comparison of Quantitative Structure-Activity Relationship Model Performances on Carboquinone Derivatives

Quantitative structure-activity relationship (qSAR) models are used to understand how the structure and activity of chemical compounds relate. In the present study, 37 carboquinone derivatives were evaluated and two different qSAR models were developed using members of the Molecular Descriptors Fami...

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Main Authors: Sorana D. Bolboaca, Lorentz Jäntschi
Format: Article
Language:English
Published: Wiley 2009-01-01
Series:The Scientific World Journal
Online Access:http://dx.doi.org/10.1100/tsw.2009.131
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author Sorana D. Bolboaca
Lorentz Jäntschi
author_facet Sorana D. Bolboaca
Lorentz Jäntschi
author_sort Sorana D. Bolboaca
collection DOAJ
description Quantitative structure-activity relationship (qSAR) models are used to understand how the structure and activity of chemical compounds relate. In the present study, 37 carboquinone derivatives were evaluated and two different qSAR models were developed using members of the Molecular Descriptors Family (MDF) and the Molecular Descriptors Family on Vertices (MDFV). The usual parameters of regression models and the following estimators were defined and calculated in order to analyze the validity and to compare the models: Akaike?s information criteria (three parameters), Schwarz (or Bayesian) information criterion, Amemiya prediction criterion, Hannan-Quinn criterion, Kubinyi function, Steiger's Z test, and Akaike's weights. The MDF and MDFV models proved to have the same estimation ability of the goodness-of-fit according to Steiger's Z test. The MDFV model proved to be the best model for the considered carboquinone derivatives according to the defined information and prediction criteria, Kubinyi function, and Akaike's weights.
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issn 1537-744X
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spelling doaj-art-df0a6003315244f4a7c7c39fd260aef02025-02-03T01:12:25ZengWileyThe Scientific World Journal1537-744X2009-01-0191148116610.1100/tsw.2009.131Comparison of Quantitative Structure-Activity Relationship Model Performances on Carboquinone DerivativesSorana D. Bolboaca0Lorentz Jäntschi1Iuliu Hatieganu University of Medicine and Pharmacy Cluj-Napoca, Department of Medical Informatics and Biostatistics, 400349 Cluj-Napoca, RomaniaTechnical University of Cluj-Napoca, 400641 Cluj-Napoca, RomaniaQuantitative structure-activity relationship (qSAR) models are used to understand how the structure and activity of chemical compounds relate. In the present study, 37 carboquinone derivatives were evaluated and two different qSAR models were developed using members of the Molecular Descriptors Family (MDF) and the Molecular Descriptors Family on Vertices (MDFV). The usual parameters of regression models and the following estimators were defined and calculated in order to analyze the validity and to compare the models: Akaike?s information criteria (three parameters), Schwarz (or Bayesian) information criterion, Amemiya prediction criterion, Hannan-Quinn criterion, Kubinyi function, Steiger's Z test, and Akaike's weights. The MDF and MDFV models proved to have the same estimation ability of the goodness-of-fit according to Steiger's Z test. The MDFV model proved to be the best model for the considered carboquinone derivatives according to the defined information and prediction criteria, Kubinyi function, and Akaike's weights.http://dx.doi.org/10.1100/tsw.2009.131
spellingShingle Sorana D. Bolboaca
Lorentz Jäntschi
Comparison of Quantitative Structure-Activity Relationship Model Performances on Carboquinone Derivatives
The Scientific World Journal
title Comparison of Quantitative Structure-Activity Relationship Model Performances on Carboquinone Derivatives
title_full Comparison of Quantitative Structure-Activity Relationship Model Performances on Carboquinone Derivatives
title_fullStr Comparison of Quantitative Structure-Activity Relationship Model Performances on Carboquinone Derivatives
title_full_unstemmed Comparison of Quantitative Structure-Activity Relationship Model Performances on Carboquinone Derivatives
title_short Comparison of Quantitative Structure-Activity Relationship Model Performances on Carboquinone Derivatives
title_sort comparison of quantitative structure activity relationship model performances on carboquinone derivatives
url http://dx.doi.org/10.1100/tsw.2009.131
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AT lorentzjantschi comparisonofquantitativestructureactivityrelationshipmodelperformancesoncarboquinonederivatives