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Updated: Nov 21, 2025

Incorporating Target Protein Structure Flexibility and Dynamics in Computational Drug Discovery Using Ensemble-Based Docking Analysis
Published on: June 20, 2025
WIDOCK: a reactive docking protocol for virtual screening of covalent inhibitors
Andrea Scarpino1, László Petri1, Damijan Knez2
1Medicinal Chemistry Research Group, Research Centre for Natural Sciences, Magyar tudósok krt 2, 1117, Budapest, Hungary.
WIDOCK is a new virtual screening protocol that improves the discovery of covalent inhibitors by assessing ligand reactivity. This method enhances the identification of drug candidates targeting cysteine residues in proteins.
Area of Science:
- Computational Chemistry
- Drug Discovery
- Biochemistry
Background:
- Covalent inhibitors offer unique therapeutic potential but require specialized screening methods.
- Accurately predicting ligand reactivity is crucial for identifying effective covalent drugs.
Purpose of the Study:
- To introduce WIDOCK, a virtual screening protocol for selecting diverse electrophiles as covalent inhibitors.
- To integrate ligand reactivity towards cysteine residues into the AutoDock4 docking protocol.
- To validate WIDOCK's performance in retrospective and prospective drug discovery efforts.
Main Methods:
- WIDOCK utilizes a reactive docking approach, extending existing methods with facile parametrization (experimental or computational).
- It incorporates a ligand-focused evaluation scheme and validates performance against therapeutically relevant targets.
- Reactivity parameters are derived from experimental kinetics or computed reaction barriers.
Main Results:
- WIDOCK demonstrated high sensitivity in identifying experimental actives against targets like KRASG12C, MurA, cathepsin B, OTUB2, and NUDT7.
- The protocol outperformed standard covalent docking tools in ROC curves, AUC values, and enrichment factors for diverse warheads.
- Prospective screening identified novel covalent human MAO-A inhibitors, with experimental confirmation and Cys323 labeling.
Conclusions:
- WIDOCK is a validated, warhead-sensitive virtual screening protocol for covalent inhibitor discovery.
- The protocol effectively integrates ligand reactivity into docking, improving the identification of cysteine-reactive drug candidates.
- WIDOCK shows significant utility in both retrospective analysis and prospective identification of novel covalent inhibitors.
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