Abstract

A series of 74 dihydroalkoxybenzyloxopyrimidines (DABOs), a class of highly potent non-nucleoside reverse transcriptase inhibitors (NNRTIs), was retrieved from the literature and studied by receptor-dependent (RD) three-dimensional quantitative structure-activity relationship (3D-QSAR) analysis to derive RD-3D-QSAR models. The descriptors in this new method are the steric and electrostatic interaction energies of the protein-ligand complexes (per residue) simulated by molecular dynamics, an approach named Residue-Ligand Interaction Energy (ReLIE). This study was performed using a training set of 59 compounds and the MKC-442/RT complex structure as reference. The ReLIE-3D-QSAR models were constructed and evaluated by genetic algorithm (GA) and partial least squares (PLS). In the best equations, at least one term is related to one of the amino acid residues of the p51 subunit: Asn136, Asn137, Glu138, and Thr139. This fact implies the importance of interchain interaction (p66-p51) in the equations that best describe the structure-activity relationship for this class of compounds. The best equation shows q2 = 0.660, SEcv = 0.500, r2 = 0.930, and SEE = 0.226. The external predictive ability of this best model was evaluated using a test set of 15 compounds. In order to design more potent DABO analogues as anti-HIV/AIDS agents, substituents capable of interactions with residues like Ile94, Lys101, Tyr181, and Tyr188 should be selected. Also, given the importance of the conserved Asn136, this residue could become an attractive target for the design of novel NNRTIs with improved potency and increased ability to avoid the development of drug-resistant viruses.

Highlights

  • The human immunodeficiency virus (HIV) is the etiological agent of the acquired immunodeficiency syndrome (AIDS)

  • nucleoside reverse transcriptase inhibitors (NNRTIs) [6,7] are selective HIV-1 reverse transcriptase (RT) non-competitive inhibitors that bind to an allosteric site, which is located in the p66 subunit, about 10 Å from the active site [4,5]

  • genetic algorithm (GA) have been applied to various molecular modeling problems in drug design, such as conformation/orientation searches; studies of structure-activity relationship (SAR) and QSAR [30,48,50]

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Summary

Introduction

The human immunodeficiency virus (HIV) is the etiological agent of the acquired immunodeficiency syndrome (AIDS). NNRTIs (e.g., nevirapine, delavirdine, efavirenz, and etravirine, Figure 1) [6,7] are selective HIV-1 RT non-competitive inhibitors that bind to an allosteric site (non-nucleoside binding site, NNBS), which is located in the p66 subunit, about 10 Å from the active site [4,5]. These inhibitors impair the DNA synthesis process. High-resolution crystal structures of the HIV-1 RT unbound and in complex with nevirapine, delavirdine, efavirenz, or etravirine inhibitors show that all of these compounds bind to the same allosteric site, even though their 2D structures are quite different [2,4,5,6,8,9]

Resistance of HIV-1 to NNRTIs
Three-Dimensional Quantitative Structure-Activity Relationship Studies
Structural and Biological Database
Definition of the Training and Test Sets
Construction and Optimization of the Ligands
Construction and Optimization of the Protein-Ligand Complexes
Molecular Dynamic Simulation of the Protein-Ligand Complexes
Residue-Ligand Interaction Energies of the Complexes
Definition of the Independent Variables Databases
Construction of the ReLIE-3D-QSAR Equations
Internal Validation of the ReLIE-3D-QSAR Models
1.3.10. External Validation of the ReLIE-3D-QSAR Models
1.3.11. Selecting the Best Model
1.3.12. Analysis of the Cross-Correlation Matrix of Residues
1.3.13. Analysis of the Cross-Correlation Matrix of Descriptors
Analysis of the Reduced Models of the Protein-Ligand Complexes
Overall Analysis of the Best Equations of Databases I to IV
Conclusions

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