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Updated: Feb 19, 2026

Quantitative Structure-Activity Relationship, Activity Prediction, and Molecular Dynamics of Non-nucleotide Reverse Transcriptase Inhibitors
Published on: May 9, 2025
3D-QSAR, molecular docking, and ONIOM studies on the structure-activity relationships and action mechanism of
Qing-Zhu Liu1, Shan-Shan Wang1,2, Xi Li1,2
1Key Laboratory of Nuclear Medicine, Ministry of Health, Jiangsu Key Laboratory of Molecular Nuclear Medicine, Jiangsu Institute of Nuclear Medicine, Wuxi, China.
Abstract:
Nitrogen-containing bisphosphonates (N-BPs) have been used widely to treat various bone diseases by inhibiting the key enzyme farnesyl pyrophosphate synthase (FPPS) in the mevalonate pathway. Understanding the structure-activity relationships and the action mechanisms of these bisphosphonates is instructive for the design and the development of novel potent inhibitors. Here, a series of N-BPs inhibitors of human FPPS (hFPPS) were investigated using a combination of three-dimensional quantitative structure-activity relationship (3D-QSAR), molecular docking, and three-layer ONIOM studies. The constructed 3D-QSAR model yielded a good correlation between the predicted and experimental activities. Based on the analysis of comparative molecular field analysis (CoMFA) contour maps, a series of novel N-BPs inhibitors were designed and ten novel potent N-BPs inhibitor candidates were screened out. Molecular docking and ONIOM (B3LYP/6-31 + G*:PM6:Amber) calculations revealed that the inhibitors bound to the active site of hFPPS via hydrogen-bonding interactions, hydrophobic interactions, and cation-π interactions. Six novel N-BPs inhibitors with better biological activities and higher lipophilicity were further screened out from ten candidates based on the calculated interaction energy. This study will facilitate the discovery of novel N-BPs inhibitors with higher activity and selectivity.
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