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Updated: May 24, 2026

Pharmacophore Modeling for Targets with Extensive Ligand Libraries: A Case Study on SARS-CoV-2 Mpro
Published on: September 26, 2025
Ligand-Based Pharmacophore Modeling and Structure-Based Virtual Screening for Identifying Potential Therapeutic
Timoteo Delgado-Maldonado1, Gilberto Vargas-Salas1, Debasish Bandyopadhyay2
1Laboratorio de Biotecnología Farmacéutica, Centro de Biotecnología Genómica, Instituto Politécnico Nacional, Reynosa, México.
Researchers identified novel SARS-CoV-2 spike protein inhibitors using computational modeling. Two compounds, C3 and C4, effectively blocked viral entry with low toxicity, showing potential for new antiviral drug development.
Area of Science:
- Computational chemistry
- Drug discovery
- Virology
Background:
- Coronavirus disease (COVID-19) presents significant global health challenges due to high mortality and morbidity.
- The SARS-CoV-2 spike protein is a primary target for antiviral drug development.
Purpose of the Study:
- To identify novel inhibitors of the SARS-CoV-2 spike protein using a combination of ligand-based pharmacophore modeling (LBPM) and structure-based virtual screening (SBVS).
- To evaluate the efficacy and safety of identified compounds through in vitro assays.
Main Methods:
- Screening of ligands from the MolPort database using docking and molecular dynamics simulations targeting the SARS-CoV-2 receptor-binding domain (RBD).
- In vitro assays to confirm inhibition of spike-ACE2 binding and assess cytotoxicity.
Main Results:
- Four compounds exhibited favorable docking scores and dynamic stability.
- Compounds C3 and C4 demonstrated significant inhibition of spike-ACE2 binding with IC50 values of 0.03 µM and 10.4 µM, respectively.
- Both compounds showed low cytotoxicity with CC50 values greater than 100 µM.
Conclusions:
- The combined LBPM and SBVS approach is effective for identifying potential antiviral agents.
- 1H-pyrazol-5-ol derivatives show promise as building blocks for developing new antiviral therapies against SARS-CoV-2.
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