Complementary Quantitative Structure⁻Activity Relationship Models for the Antitrypanosomal Activity of Sesquiterpene Lactones.
Autor: | Kimani NM; Institute of Pharmaceutical Biology and Phytochemistry (IPBP), University of Muenster, PharmaCampus Corrensstrasse 48, D-48149 Muenster, Germany. m_kima01@uni-muenster.de., Matasyoh JC; Department of Chemistry, Egerton University, P.O. Box 536, Egerton 20115, Kenya. josphat2001@yahoo.com., Kaiser M; Swiss Tropical and Public Health Institute (Swiss TPH), Socinstrasse 57, CH-4051 Basel, Switzerland. marcel.kaiser@unibas.ch.; University of Basel, Petersplatz 1, CH-4003 Basel, Switzerland. marcel.kaiser@unibas.ch., Nogueira MS; Institute of Pharmaceutical Biology and Phytochemistry (IPBP), University of Muenster, PharmaCampus Corrensstrasse 48, D-48149 Muenster, Germany. mauro.nogueira@tu-dortmund.de., Trossini GHG; Faculdade de Ciências Farmacêuticas, Universidade de São Paulo, Av. Lineu Prestes 580, 05508-000 São Paulo, Brazil. trossini@usp.br., Schmidt TJ; Institute of Pharmaceutical Biology and Phytochemistry (IPBP), University of Muenster, PharmaCampus Corrensstrasse 48, D-48149 Muenster, Germany. thomschm@uni-muenster.de. |
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Jazyk: | angličtina |
Zdroj: | International journal of molecular sciences [Int J Mol Sci] 2018 Nov 22; Vol. 19 (12). Date of Electronic Publication: 2018 Nov 22. |
DOI: | 10.3390/ijms19123721 |
Abstrakt: | Three complementary quantitative structure⁻activity relationship (QSAR) methodologies, namely, regression modeling based on (i) "classical" molecular descriptors, (ii) 3D pharmacophore features, and (iii) 2D molecular holograms (HQSAR) were employed on the antitrypanosomal activity of sesquiterpene lactones (STLs) toward Trypanosoma brucei rhodesiense (Tbr) , the causative agent of the East African form of human African trypanosomiasis. In this study, an extension of a previous QSAR study on 69 STLs, models for a much larger and more diverse set of such natural products, now comprising 130 STLs of various structural subclasses, were established. The extended data set comprises a variety of STLs isolated and tested for antitrypanosomal activity within our group and is furthermore enhanced by 12 compounds obtained from literature, which have been tested in the same laboratory under identical conditions. Detailed QSAR analyses yielded models with comparable and good internal and external predictive ability. For a set of compounds as chemically diverse as the one under study, the models exhibited good coefficients of determination (R²) ranging from 0.71 to 0.85, as well as internal (leave-one-out Q 2 values ranging from 0.62 to 0.72) and external validation coefficients ( P ² values ranging from 0.54 to 0.73). The contributions of the various tested descriptors to the generated models are in good agreement with the results of previous QSAR studies and corroborate the fact that the antitrypanosomal activity of STLs is very much dependent on the presence and relative position of reactive enone groups within the molecular structure but is influenced by their hydrophilic/hydrophobic properties and molecular shape. Competing Interests: The authors declare no conflict of interest. |
Databáze: | MEDLINE |
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