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

Authors :
Elizabeth Igne Ferreira
Marcelo Sobral da Silva
Luciana Scotti
Marcus Tullius Scotti
Source :
Molecules, Vol 15, Iss 10, Pp 7363-7377 (2010)
Publication Year :
2010
Publisher :
MDPI AG, 2010.

Abstract

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.

Details

Language :
English
ISSN :
14203049
Volume :
15
Issue :
10
Database :
Directory of Open Access Journals
Journal :
Molecules
Publication Type :
Academic Journal
Accession number :
edsdoj.74a149ed22df49c88c3438a710d52f69
Document Type :
article
Full Text :
https://doi.org/10.3390/molecules15107363