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Updated: Nov 14, 2025

Pharmacophore Modeling for Targets with Extensive Ligand Libraries: A Case Study on SARS-CoV-2 Mpro
Published on: September 26, 2025
Structure-based virtual screening, molecular dynamics and binding affinity calculations of some potential
Shiv Rakesh Naik1, Prashant Bharadwaj2, Nadia Dingelstad1
1ArGan's Lab, School of Pharmacy, Faculty of Science, University of Waterloo, ON, Canada.
This study explored natural compounds like glucoraphanin, vitexin, and niazinin as potential treatments for severe acute respiratory syndrome-Coronavirus-2 (SARS-CoV-2). In-silico analysis showed these herbal compounds effectively inhibit key viral proteins, suggesting promise for COVID-19 therapy.
Area of Science:
- Computational chemistry and pharmacology
- Virology and infectious diseases
- Natural product drug discovery
Background:
- The COVID-19 pandemic, caused by SARS-CoV-2, has led to a global health crisis with significant mortality.
- Existing treatments for COVID-19 have shown severe toxicity and health hazards, necessitating the search for safer alternatives.
- There is an urgent need for novel, safe, and effective therapeutic compounds against SARS-CoV-2.
Purpose of the Study:
- To evaluate the potential of selected herbal compounds as inhibitors of SARS-CoV-2.
- To investigate the efficacy of glucoraphanin, vitexin, and niazinin against the virus's spike protein and main protease (3CLpro/Mpro) using in-silico methods.
- To assess the drug-likeness and safety profiles of these phytocompounds.
Main Methods:
- In-silico virtual studies including molecular docking, target analysis, toxicity prediction, and ADME prediction.
- Molecular-Dynamic (MD) simulation to support docking results and assess binding stability.
- Evaluation of phytocompounds against SARS-CoV-2 spike glycoprotein and 3CLpro (Mpro).
Main Results:
- Selective phytocompounds, including niazinin, vitexin, and glucoraphanin, successfully docked into the binding sites of SARS-CoV-2 spike glycoprotein and 3CLpro (Mpro).
- In-silico analyses predicted favorable solubility, pharmacodynamic properties, and target accuracy for these compounds.
- The identified hit molecules adhered to Lipinski's rule and demonstrated stable binding to viral target proteins.
Conclusions:
- The studied herbal compounds exhibit significant potential as safe and effective inhibitors of SARS-CoV-2.
- Niazinin, vitexin, and glucoraphanin are promising candidates for further investigation in biochemical and cell-based assays.
- These findings support the advancement of these phytocompounds towards clinical investigations for COVID-19 treatment.
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