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Updated: Feb 4, 2026

Pharmacophore Modeling for Targets with Extensive Ligand Libraries: A Case Study on SARS-CoV-2 Mpro
Published on: September 26, 2025
Pharmacophore-based virtual screening for identifying β5 subunit inhibitor of 20S proteasome
Muhammad Arba1, Andry Nur-Hidayat1, Slamet Ibrahim Surantaadmaja2
1Faculty of Pharmacy, Halu Oleo University, Kendari, 93231, Indonesia.
Abstract:
Proteasomal system plays an important role in maintaining cell homeostatis. Overexpression of proteasomes leads to several major diseases, such as cancer and autoimmune disorder. The β5 subunit of proteasome is a crucial active site in proteolysis, and targeting proteasome β5 subunit is essential for proteasome inhibition. In the present study, a pharmacophore-based virtual screening and molecular docking were employed to identify ligands as inhibitors of β5 subunit of proteasome. The pharmacophore features were built with one hydrogen bond donor, two hydrogen bond acceptors, and one hydrophobic feature using native ligand of proteasome (HU10), which was then used to screen ZINC database using ZINCPharmer. The retrieved virtual hits were subjected to molecular docking analysis using iDock. The best six hits were subjected to molecular dynamics (MD) simulation and each complex was stable during 40 ns MD simulation as indicated by root-mean-square-deviation (RMSD) and root-mean-square-fluctuation (RMSF) values. The current study identifies 5 best hits having better binding potentials than HU10 as predicted by molecular mechanics Poisson-Boltzmann Surface Area (MM-PBSA) method, i.e. Lig1540/ZINC33356240, Lig1546/ZINC33356235, Lig1522/ZINC20854878, Lig980/ZINC12391945, and Lig1119/ZINC19865241, which can be used in the development of new proteasome inhibitors.
Insights
This study identifies novel inhibitors for the proteasome
Area of Science:
- Biochemistry and Molecular Biology
- Drug Discovery
- Computational Chemistry
Background:
- The proteasomal system is vital for cell homeostasis; its dysregulation is linked to diseases like cancer.
- The proteasome's β5 subunit is a key target for therapeutic inhibition.
- Developing specific proteasome inhibitors is crucial for treating related disorders.
Purpose of the Study:
- To identify novel small molecules that inhibit the proteasome's β5 subunit.
- To utilize computational methods for efficient screening and validation of potential inhibitors.
Main Methods:
- Pharmacophore modeling based on a known proteasome inhibitor (HU10).
- Virtual screening of the ZINC database using ZINCPharmer.
- Molecular docking (iDock) and molecular dynamics (MD) simulations for hit validation.
- MM-PBSA calculations to assess binding affinities.
Main Results:
- Identified five promising hit compounds with superior predicted binding potential compared to HU10.
- Molecular dynamics simulations confirmed the stability of the identified complexes.
- The identified ligands demonstrate potential as starting points for new proteasome inhibitor drug development.
Conclusions:
- Computational screening successfully identified potent inhibitors of the proteasome β5 subunit.
- The validated hits represent promising candidates for further development into therapeutic agents.
- This approach provides a foundation for designing new drugs targeting proteasome-related diseases.
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