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Updated: Apr 4, 2026

Quantitative Structure-Activity Relationship, Activity Prediction, and Molecular Dynamics of Non-nucleotide Reverse Transcriptase Inhibitors
Published on: May 9, 2025
Harmonization of QSAR Best Practices and Molecular Docking Provides an Efficient Virtual Screening Tool for
Daimel Castillo-González1,2, Jean-Louis Mergny1,2, Aurore De Rache1,2
1ARNA Laboratory, IECB, University of Bordeaux , F-33600 Pessac, France.
Abstract:
Telomeres and telomerase are key players in tumorogenesis. Among the various strategies proposed for telomerase inhibition or telomere uncapping, the stabilization of telomeric G-quadruplex (G4) structures is a very promising one. Additionally, G4 stabilizing ligands also act over tumors mediated by the alternative elongation of telomeres. Accordingly, the discovery of novel compounds able to act on telomeres and/or inhibit the telomerase enzyme by stabilizing DNA telomeric G4 structures as well as the development of approaches efficiently prioritizing such compounds constitute active areas of research in computational medicinal chemistry and anticancer drug discovery. In this direction, we applied a virtual screening strategy based on the rigorous application of QSAR best practices and its harmonized integration with structure-based methods. More than 600,000 compounds from commercial databases were screened, the first 99 compounds were prioritized, and 21 commercially available and structurally diverse candidates were purchased and submitted to experimental assays. Such strategy proved to be highly efficient in the prioritization of G4 stabilizer hits, with a hit rate of 23.5%. The best G4 stabilizer hit found exhibited a shift in melting temperature from FRET assay of +7.3 °C at 5 μM, while three other candidates also exhibited a promising stabilizing profile. The two most promising candidates also exhibited a good telomerase inhibitory ability and a mild inhibition of HeLa cells growth. None of these candidates showed antiproliferative effects in normal fibroblasts. Finally, the proposed virtual screening strategy proved to be a practical and reliable tool for the discovery of novel G4 ligands which can be used as starting points of further optimization campaigns.
Insights
This study developed a virtual screening method to find new compounds that stabilize telomeric G-quadruplex (G4) structures, which are important in cancer. The approach successfully identified promising G4 ligands with potential anticancer activity.
Area of Science:
- Medicinal Chemistry
- Computational Biology
- Oncology
Background:
- Telomeres and telomerase are critical in tumor development.
- Stabilizing telomeric G-quadruplex (G4) structures is a promising anticancer strategy.
- Novel G4 ligands are needed for telomere targeting and telomerase inhibition.
Purpose of the Study:
- To develop and validate a virtual screening strategy for discovering novel G4 ligands.
- To identify compounds that stabilize DNA telomeric G4 structures and inhibit telomerase.
- To prioritize compounds for anticancer drug discovery.
Main Methods:
- Applied a virtual screening strategy integrating QSAR and structure-based methods.
- Screened over 600,000 compounds from commercial databases.
- Prioritized top compounds for experimental validation using FRET assays and cell-based studies.
Main Results:
- Identified 21 structurally diverse G4 stabilizer candidates with a 23.5% hit rate.
- The top hit showed a significant melting temperature shift (+7.3 °C at 5 μM).
- Promising candidates demonstrated telomerase inhibition and selective antiproliferative effects on cancer cells, not normal fibroblasts.
Conclusions:
- The virtual screening strategy is effective for discovering novel G4 ligands.
- Identified compounds serve as valuable starting points for anticancer drug optimization.
- This approach aids in the development of new therapies targeting telomeres and telomerase.
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