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1.
Drug Discov Today ; 25(1): 27-37, 2020 01.
Article in English | MEDLINE | ID: mdl-31600581

ABSTRACT

Chemometrics offers an important complementary tool to enhance the searching and isolation of bioactive natural products from natural sources.


Subject(s)
Biological Products , Drug Discovery/methods , Animals , Biological Assay , Biological Products/chemistry , Biological Products/isolation & purification , Humans
2.
J Chromatogr A ; 1422: 213-221, 2015 Nov 27.
Article in English | MEDLINE | ID: mdl-26515384

ABSTRACT

This work describes the use of Colubrina greggii as a model to investigate the use of chemometric analysis combined with data from a leishmanicidal bioassay, using Principal Component Analysis (PCA) and Orthogonal Projections to Latent Structures (O-PLS), to detect biologically active natural products in crude extracts from plants having little or no phytochemical information. A first analysis of the HPLC-UV profiles of the extract and its semi-purified fractions using both Principal Component Analysis (PCA) and Orthogonal Partial Least Squares (O-PLS) indicated that the components at tR 48.2, 48.7, 51.8min correlated with the variation in bioactivity. However, a further O-PLS analysis of the HPLC-UV profiles of fractions obtained through a final semi-preparative HPLC purification showed two components at tR 48.7 and 49.5min which correlated with the variation of the bioactivity in a high performance predictive model, with high determination coefficient, high correlation coefficient values (R(2) and Q(2)=0.99) and a low root mean square error (RMSE=0.018). This study demonstrates that the association of chemometric analysis with bioassay results can be an excellent strategy for the detection and isolation of bioactive metabolites from phytochemically unknown plant crude extracts.


Subject(s)
Phytochemicals/metabolism , Plant Extracts/metabolism , Antiparasitic Agents/isolation & purification , Antiparasitic Agents/metabolism , Antiparasitic Agents/pharmacology , Chromatography, High Pressure Liquid/methods , Colubrina/chemistry , Colubrina/metabolism , Complex Mixtures , Least-Squares Analysis , Leishmania mexicana/drug effects , Phytochemicals/isolation & purification , Phytochemicals/pharmacology , Plants, Medicinal , Principal Component Analysis , Ultraviolet Rays
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