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Updated: May 26, 2026

Incorporating Target Protein Structure Flexibility and Dynamics in Computational Drug Discovery Using Ensemble-Based Docking Analysis
Published on: June 20, 2025
Expanding the conformational selection paradigm in protein-ligand docking
Guray Kuzu1, Ozlem Keskin, Attila Gursoy
1Center for Computational Biology and Bioinformatics and College of Engineering, Koc University Rumelifeneri Yolu, Istanbul, Turkey.
Conformational selection, a key mechanism in biomolecular interactions, can enhance drug discovery by considering protein ensembles instead of single structures. This approach improves understanding of drug binding and protein interactions.
Area of Science:
- Biochemistry
- Structural Biology
- Drug Discovery
Background:
- Conformational selection is a prevalent mechanism in various macromolecular interactions, including protein-protein, protein-DNA, protein-RNA, and drug recognition.
- This mechanism involves a heterogeneous ensemble of protein conformations, where a ligand can bind to a specific, low-population state, inducing a population shift.
Purpose of the Study:
- To explore the application of conformational selection in improving drug docking and discovery.
- To propose an expanded strategy for modeling protein interactions and ensemble generation for drug discovery.
Main Methods:
- Utilizing an ensemble-based approach rather than single protein conformers.
- Modeling protein interactions using Prism, an efficient motif-based protein-protein interaction modeling strategy.
- Generating protein ensembles following interaction modeling.
Main Results:
- The study validates conformational selection as a fundamental mechanism in biomolecular recognition.
- The proposed strategy of modeling interactions followed by ensemble generation is suggested for practical application.
Conclusions:
- Expanding the conformational selection paradigm by integrating interaction modeling and ensemble generation can enhance drug discovery.
- This strategy is particularly relevant for signaling proteins, which are crucial drug targets and exhibit conformational changes upon binding multiple partners.
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