Article ID | Journal | Published Year | Pages | File Type |
---|---|---|---|---|
1405196 | Journal of Molecular Structure | 2014 | 13 Pages |
•We established several reliable computable models by MLR and SMILES-based methods.•Several structural features that may help to design potent inhibitors were discussed.•We used docking to provide useful information for designing potent inhibitors.•Molecular dynamics simulation was employed to further validate the docking results.•Docking and dynamics simulation can assist in further studying the mechanism action.
3,4-Dihydro-2H,6H-pyrimido[1,2-c][1,3]benzothiazin-6-imine is an antiretroviral agent, which can act against human immunodeficiency virus (HIV) infection, but the mechanism of action of pyrimido[1,2-c][1,3]benzothiazin-6-imine derivatives remained ambiguous. In this study, multiple linear regression (MLR) was applied to establish a quite reliable model with the squared correlation coefficient (R2) of 0.8079. We also used chemical information descriptors based on the simplified molecular input line entry system (SMILES) to get a better model with R2 of 0.9086 for the training set, and R2 of 0.8031 for the test set. Molecular docking was utilized to provide more useful information between pyrimido[1,2-c][1,3]benzothiazin-6-imine derivatives and HIV-1 protease, such as active site, binding mode and important residues. Molecular dynamics simulation was employed to further validate the docking results. This work may lead to a better understanding of the mechanism of action and aid to design novel and more potent anti-HIV drugs.
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