The receptor-dependent LQTA-QSAR: application to a set of trypanothione reductase inhibitors
A new Receptor - Dependent LQTA - QSAR approach, RD - LQTA - QSAR , is proposed as a new 4D-QSAR method. It is an evolution of receptor independent LQTA-QSAR. This approach uses the free GROMACS package to carry out molecular dynamics simulations and generates a conformational ensemble profile for e...
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Veröffentlicht in: | Journal of computer-aided molecular design 2012-09, Vol.26 (9), p.1055-1065 |
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Hauptverfasser: | , , |
Format: | Artikel |
Sprache: | eng |
Schlagworte: | |
Online-Zugang: | Volltext |
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Zusammenfassung: | A new Receptor
-
Dependent LQTA
-
QSAR
approach,
RD
-
LQTA
-
QSAR
, is proposed as a new 4D-QSAR method. It is an evolution of receptor independent LQTA-QSAR. This approach uses the free GROMACS package to carry out molecular dynamics simulations and generates a conformational ensemble profile for each compound. Such an ensemble is used to build molecular interaction field-based QSAR models, as in CoMFA. To show the potential of this methodology, a set of 38 phenothiazine derivatives that are specific competitive
T. cruzi
trypanothione reductase inhibitors, was chosen. Using a combination of molecular docking and molecular dynamics simulations, the binding mode of the phenotiazine derivatives was evaluated in a simulated induced fit approach. The ligands alignments were performed using both ligand and binding site atoms, enabling unbiased alignment. The models obtained were extensively validated by leave-
N
-out cross-validation and
y
-randomization techniques to test for their robustness and absence of chance correlation. The final model presented
Q
2
LOO of 0.87 and
R
² of 0.92 and a suitable external prediction of
= 0.78. The adapted binding site obtained is useful to perform virtual screening and ligand structure-based design and the descriptors in the final model can aid in the design new inhibitors. |
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ISSN: | 0920-654X 1573-4951 |
DOI: | 10.1007/s10822-012-9598-2 |