Chemometric Studies on Natural Products as Potential Inhibitors of the NADH Oxidase from Trypanosoma cruzi Using the VolSurf Approach

Natural products have widespread biological activities, including inhibition of mitochondrial enzyme systems. Some of these activities, for example cytotoxicity, may be the result of alteration of cellular bioenergetics. Based on previous computer-aided drug design (CADD) studies and considering rep...

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Main Authors: Elizabeth Igne Ferreira, Marcelo Sobral da Silva, Luciana Scotti, Marcus Tullius Scotti
Format: Article
Language:English
Published: MDPI AG 2010-10-01
Series:Molecules
Subjects:
Online Access:http://www.mdpi.com/1420-3049/15/10/7363/
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spelling doaj-74a149ed22df49c88c3438a710d52f692020-11-25T01:33:23ZengMDPI AGMolecules1420-30492010-10-0115107363737710.3390/molecules15107363Chemometric Studies on Natural Products as Potential Inhibitors of the NADH Oxidase from Trypanosoma cruzi Using the VolSurf ApproachElizabeth Igne FerreiraMarcelo Sobral da SilvaLuciana ScottiMarcus Tullius ScottiNatural products have widespread biological activities, including inhibition of mitochondrial enzyme systems. Some of these activities, for example cytotoxicity, may be the result of alteration of cellular bioenergetics. Based on previous computer-aided drug design (CADD) studies and considering reported data on structure-activity relationships (SAR), an assumption regarding the mechanism of action of natural products against parasitic infections involves the NADH-oxidase inhibition. In this study, chemometric tools, such as: Principal Component Analysis (PCA), Consensus PCA (CPCA), and partial least squares regression (PLS), were applied to a set of forty natural compounds, acting as NADH-oxidase inhibitors. The calculations were performed using the VolSurf+ program. The formalisms employed generated good exploratory and predictive results. The independent variables or descriptors having a hydrophobic profile were strongly correlated to the biological data. http://www.mdpi.com/1420-3049/15/10/7363/natural productsVolSurfantichagasic agents
collection DOAJ
language English
format Article
sources DOAJ
author Elizabeth Igne Ferreira
Marcelo Sobral da Silva
Luciana Scotti
Marcus Tullius Scotti
spellingShingle Elizabeth Igne Ferreira
Marcelo Sobral da Silva
Luciana Scotti
Marcus Tullius Scotti
Chemometric Studies on Natural Products as Potential Inhibitors of the NADH Oxidase from Trypanosoma cruzi Using the VolSurf Approach
Molecules
natural products
VolSurf
antichagasic agents
author_facet Elizabeth Igne Ferreira
Marcelo Sobral da Silva
Luciana Scotti
Marcus Tullius Scotti
author_sort Elizabeth Igne Ferreira
title Chemometric Studies on Natural Products as Potential Inhibitors of the NADH Oxidase from Trypanosoma cruzi Using the VolSurf Approach
title_short Chemometric Studies on Natural Products as Potential Inhibitors of the NADH Oxidase from Trypanosoma cruzi Using the VolSurf Approach
title_full Chemometric Studies on Natural Products as Potential Inhibitors of the NADH Oxidase from Trypanosoma cruzi Using the VolSurf Approach
title_fullStr Chemometric Studies on Natural Products as Potential Inhibitors of the NADH Oxidase from Trypanosoma cruzi Using the VolSurf Approach
title_full_unstemmed Chemometric Studies on Natural Products as Potential Inhibitors of the NADH Oxidase from Trypanosoma cruzi Using the VolSurf Approach
title_sort chemometric studies on natural products as potential inhibitors of the nadh oxidase from trypanosoma cruzi using the volsurf approach
publisher MDPI AG
series Molecules
issn 1420-3049
publishDate 2010-10-01
description Natural products have widespread biological activities, including inhibition of mitochondrial enzyme systems. Some of these activities, for example cytotoxicity, may be the result of alteration of cellular bioenergetics. Based on previous computer-aided drug design (CADD) studies and considering reported data on structure-activity relationships (SAR), an assumption regarding the mechanism of action of natural products against parasitic infections involves the NADH-oxidase inhibition. In this study, chemometric tools, such as: Principal Component Analysis (PCA), Consensus PCA (CPCA), and partial least squares regression (PLS), were applied to a set of forty natural compounds, acting as NADH-oxidase inhibitors. The calculations were performed using the VolSurf+ program. The formalisms employed generated good exploratory and predictive results. The independent variables or descriptors having a hydrophobic profile were strongly correlated to the biological data.
topic natural products
VolSurf
antichagasic agents
url http://www.mdpi.com/1420-3049/15/10/7363/
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