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Updated: Feb 26, 2026

Quantitative Structure-Activity Relationship, Activity Prediction, and Molecular Dynamics of Non-nucleotide Reverse Transcriptase Inhibitors
Published on: May 9, 2025
Simulated annealing molecular dynamics and ligand-receptor contacts analysis for pharmacophore modeling
Ma'mon M Hatmal1, Mutasem O Taha2
1Department of Medical Laboratory Sciences, Faculty of Allied Health Sciences, The Hashemite University, P.O. Box 330127, Zarqa 13133, Jordan.
Aim:
Ligand-based pharmacophore modeling requires long list of inhibitors, while pharmacophores based on single ligand-receptor crystallographic structure can be too restricted or promiscuous.
Methodology:
This prompted us to combine simulated annealing molecular dynamics (SAMD) with ligand-receptor contacts analysis as means to construct pharmacophore model(s) from single ligand-receptor complex. Ligand-receptor contacts that survive numerous heating-cooling SAMD cycles are considered critical and are used to guide pharmacophore development.
Results:
This methodology was implemented to develop pharmacophores for acetylcholinesterase and protein kinase C-θ. The resulting models were validated by receiver-operating characteristic analysis and in vitro bioassay. Assay identified four new protein kinase C-θ inhibitors among captured hits, two of which exhibited nanomolar potencies.
Conclusion:
The results illustrate the ability of the new method to extract valid pharmacophores from single ligand-protein complex.
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