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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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/ |
work_keys_str_mv |
AT elizabethigneferreira chemometricstudiesonnaturalproductsaspotentialinhibitorsofthenadhoxidasefromtrypanosomacruziusingthevolsurfapproach AT marcelosobraldasilva chemometricstudiesonnaturalproductsaspotentialinhibitorsofthenadhoxidasefromtrypanosomacruziusingthevolsurfapproach AT lucianascotti chemometricstudiesonnaturalproductsaspotentialinhibitorsofthenadhoxidasefromtrypanosomacruziusingthevolsurfapproach AT marcustulliusscotti chemometricstudiesonnaturalproductsaspotentialinhibitorsofthenadhoxidasefromtrypanosomacruziusingthevolsurfapproach |
_version_ |
1725077547147853824 |