A study of new antimalarial artemisinins through molecular modeling and multivariate analysis
Artemisinin and 18 derivatives with antimalarial activity against W-2 strains of Plasmodium falciparum were studied through quantum chemistry and multivariate analysis. The geometry optimization of the structures was realized with the Hartree-Fock (HF) theory and 3-21G basis set. Maps of molecular e...
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Veröffentlicht in: | Journal of the Serbian Chemical Society 2010, Vol.75 (11), p.1533-1548 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | Artemisinin and 18 derivatives with antimalarial activity against W-2 strains
of Plasmodium falciparum were studied through quantum chemistry and
multivariate analysis. The geometry optimization of the structures was
realized with the Hartree-Fock (HF) theory and 3-21G basis set. Maps of
molecular electrostatic potential (MEP) and molecular docking were used to
investigate the interaction between the ligands and the receptor (heme).
Principal Component Analysis (PCA) and Hierarchical Cluster Analysis (HCA)
were employed to select the most important descriptors related to activity. A
predictive model was generated by the Partial Least Square (PLS) method
through 15 molecules and 4 used as an external validation set, which were
selected in the training set, the validation parameters of which are Q2 =
0.85 and R2 = 0.86. The model included as molecular parameters, the radial
distribution function, RDF060e, the hydration energy, HE, and the distance
between the O1 atom from the ligand and the iron atom from heme, d(Fe-O1).
Thus, the synthesis of new derivatives may follow the results of the MEP maps
and the PLS analysis.
nema |
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ISSN: | 0352-5139 1820-7421 |
DOI: | 10.2298/JSC100126124F |