Related Experiment Video
Updated: Oct 26, 2025

Pharmacophore Modeling for Targets with Extensive Ligand Libraries: A Case Study on SARS-CoV-2 Mpro
Published on: September 26, 2025
Synthesis and Identification of Novel Potential Molecules Against COVID-19 Main Protease Through Structure-Guided
Youness El Bakri1,2, El Hassane Anouar3, Sajjad Ahmad4
1Laboratoire de Chimie Organique Hétérocyclique, URAC 21, Pôle de Compétences Pharmaco-Chimie, Faculté Des Sciences, Université Mohammed V, BP 10014, Rabat, Morocco. yns.elbakri@gmail.com.
Abstract:
The novel coronavirus disease that arises in the end of 2019 (COVID-19) in Wuhan, China, has rapidly spread over the globe and was considered as a world pandemic. Currently, various antiviral therapies or vaccines are available, and many researches are ongoing for further treatments. Targeting the coronavirus' main protease (key enzyme: 3CLpro) is growing in importance in anti-SARS-CoV-2 drug discovery process. The present study aims at predicting the antiviral activity of two novel compounds using in silico approaches that might become potential leads against SARS-CoV-2. The 3D structures of the new compounds are elucidated by single-crystal X-ray techniques. The interactions between different units of 4 and 5 were emphasized by analyzing their corresponding Hirshfeld surfaces and ESP plots. NBO and FMO analyses were investigated as well. Molecular docking combined with molecular dynamics simulations (MDs) was performed to investigate the binding modes and molecular interactions of 4 and 5 with the amino acids of coronavirus main protease (6LU7) protein. The best docking scores were obtained for both ligands through the major binding interactions via hydrogen/hydrophobic bonds with the key amino acids in the active site: HIS41, CYS145, MET49, MET165, HIS172, and GLU166 amino acids. A MD simulation study was also performed for 100 ns to validate the stability behavior of the main protease 3CLpro-ligand complexes. The MD simulation study successfully confirmed the stability of the ligands in the binding site as potent anti-SARS-CoV-2 (COVID-19) inhibitors. Additionally, MMPBSA energy of both docked complexes was determined as a validation assay of docking and MD simulations to validate compound conformation and interaction stability with 3CLpro. The synthesized compounds might be helpful in the fight against COVID-19 prior to biological activity confirmation in vitro and in vivo.
Insights
Two novel compounds show potential as SARS-CoV-2 inhibitors by targeting the main protease (3CLpro). In silico studies confirmed their stable binding to the viral enzyme, suggesting promise for COVID-19 treatment.
Area of Science:
- Medicinal Chemistry
- Computational Biology
- Virology
Background:
- The COVID-19 pandemic necessitates novel antiviral strategies.
- Targeting the SARS-CoV-2 main protease (3CLpro) is a key approach in drug discovery.
- Existing treatments and vaccines are being supplemented by ongoing research for new therapeutic agents.
Purpose of the Study:
- To predict the antiviral activity of two novel compounds against SARS-CoV-2 using in silico methods.
- To evaluate the potential of these compounds as lead candidates for anti-COVID-19 drug development.
- To investigate the binding interactions and stability of the compounds with the SARS-CoV-2 main protease.
Main Methods:
- Single-crystal X-ray techniques for 3D structure elucidation.
- Computational analyses including Hirshfeld surfaces, ESP plots, NBO, and FMO.
- Molecular docking and 100 ns molecular dynamics simulations against the 6LU7 protein (3CLpro).
- MMPBSA energy calculations for validation of docking and simulation results.
Main Results:
- Compounds 4 and 5 exhibited strong binding interactions with key amino acids (HIS41, CYS145, MET49, MET165, HIS172, GLU166) in the 3CLpro active site.
- Molecular dynamics simulations confirmed the stable binding of both ligands within the protease active site.
- MMPBSA calculations validated the stability and conformation of the ligand-protein complexes.
Conclusions:
- The studied compounds demonstrate significant potential as inhibitors of the SARS-CoV-2 main protease.
- These in silico findings support the compounds as promising candidates for further in vitro and in vivo evaluation against COVID-19.
- The computational approach provides a strong foundation for the development of new antiviral therapies targeting 3CLpro.
More Related Videos
Related Concept Videos
Drug Discovery: Overview
Structure-Activity Relationships and Drug Design
SAR studies the intricate relationship between a drug's chemical structure and biological activity. It focuses on understanding how modifications to a drug's structure can influence...
Protein Organization
The primary structure of a protein is its amino acid sequence....

