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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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Detalles Bibliográficos
Autores principales: Scotti, Luciana, Ferreira, Elizabeth Igne, da Silva, Marcelo Sobral, Scotti, Marcus Tullius
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2010
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6259467/
https://www.ncbi.nlm.nih.gov/pubmed/20966878
http://dx.doi.org/10.3390/molecules15107363
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author Scotti, Luciana
Ferreira, Elizabeth Igne
da Silva, Marcelo Sobral
Scotti, Marcus Tullius
author_facet Scotti, Luciana
Ferreira, Elizabeth Igne
da Silva, Marcelo Sobral
Scotti, Marcus Tullius
author_sort Scotti, Luciana
collection PubMed
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.
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spelling pubmed-62594672018-12-06 Chemometric Studies on Natural Products as Potential Inhibitors of the NADH Oxidase from Trypanosoma cruzi Using the VolSurf Approach Scotti, Luciana Ferreira, Elizabeth Igne da Silva, Marcelo Sobral Scotti, Marcus Tullius Molecules Article 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. MDPI 2010-10-21 /pmc/articles/PMC6259467/ /pubmed/20966878 http://dx.doi.org/10.3390/molecules15107363 Text en © 2010 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution license (http://creativecommons.org/licenses/by/3.0/).
spellingShingle Article
Scotti, Luciana
Ferreira, Elizabeth Igne
da Silva, Marcelo Sobral
Scotti, Marcus Tullius
Chemometric Studies on Natural Products as Potential Inhibitors of the NADH Oxidase from Trypanosoma cruzi Using the VolSurf Approach
title 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_short 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
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6259467/
https://www.ncbi.nlm.nih.gov/pubmed/20966878
http://dx.doi.org/10.3390/molecules15107363
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