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Updated: Oct 15, 2025

Incorporating Target Protein Structure Flexibility and Dynamics in Computational Drug Discovery Using Ensemble-Based Docking Analysis
Published on: June 20, 2025
DINC-COVID: A webserver for ensemble docking with flexible SARS-CoV-2 proteins
Sarah Hall-Swan1, Didier Devaurs2, Mauricio M Rigo1
1Department of Computer Science, Rice University, Houston, 77005, Texas, United States.
Researchers developed DINC-COVID, a webserver for ensemble docking, to address receptor flexibility in SARS-CoV-2 drug discovery. This tool aids in identifying effective inhibitors by considering protein movement, improving upon previous computational methods.
Area of Science:
- Computational Biology
- Drug Discovery
- Structural Biology
Background:
- Extensive research on SARS-CoV-2 proteins has yielded numerous structures and virtual screening efforts.
- Previous computational drug discovery initiatives have shown limited success in identifying effective SARS-CoV-2 inhibitors.
- Receptor flexibility is an often overlooked factor in computational drug discovery for SARS-CoV-2.
Purpose of the Study:
- To implement a computational tool for ensemble docking that accounts for SARS-CoV-2 protein flexibility.
- To provide a user-friendly webserver (DINC-COVID) with pre-computed protein ensembles for docking studies.
- To validate the DINC-COVID platform for identifying potential SARS-CoV-2 inhibitors.
Main Methods:
- Extracted representative protein ensembles from the Protein Data Bank and molecular dynamics simulations.
- Developed a webserver, DINC-COVID, offering twelve pre-computed SARS-CoV-2 protein ensembles for ensemble docking.
- Validated the platform using experimental data on inhibitors, correlating docking-derived binding energies with experimental affinities.
Main Results:
- DINC-COVID demonstrated good correlations between predicted binding energies and experimentally determined affinities.
- The platform successfully identified potential inhibitors, particularly with large ligands captured in alternative receptor conformations.
- Ensembles within DINC-COVID capture diverse ranges of receptor flexibility, aiding in the discovery of alternative ligand binding modes.
Conclusions:
- Accounting for receptor flexibility is crucial for successful computational drug docking studies.
- The DINC-COVID webserver provides a valuable platform for identifying novel inhibitors against SARS-CoV-2 proteins.
- This approach enhances drug discovery efforts by incorporating dynamic protein structures.
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