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Updated: Jul 3, 2026

Incorporating Target Protein Structure Flexibility and Dynamics in Computational Drug Discovery Using Ensemble-Based Docking Analysis
Published on: June 20, 2025
Principles of flexible protein-protein docking
Nelly Andrusier1, Efrat Mashiach, Ruth Nussinov
1School of Computer Science, Raymond and Beverly Sackler Faculty of Exact Sciences, Tel Aviv University, Tel Aviv 69978, Israel.
Flexible protein-protein docking methods are crucial for cell biology. This review categorizes and explains algorithms that model protein flexibility during docking for improved accuracy.
Area of Science:
- Computational biology
- Structural biology
- Biophysics
Background:
- Protein-protein interactions are fundamental to cellular processes.
- Accurately modeling these interactions computationally is essential for understanding cell biology.
- Existing molecular docking methods often struggle to account for protein flexibility.
Purpose of the Study:
- To provide a comprehensive overview of flexible protein-protein docking methods.
- To explain the underlying principles and algorithms of these methods.
- To categorize different approaches for clarity and practical application.
Main Methods:
- Review and categorization of existing flexible protein-protein docking algorithms.
- Detailed explanation of how protein flexibility is addressed in preprocessing, docking, and refinement stages.
- Focus on the rationales behind different algorithmic strategies.
Main Results:
- Flexibility is modeled through conformation generation in preprocessing, ensemble docking, or rigid domain docking.
- Refinement stages involve small-scale backbone and side-chain movements and rigid-body adjustments.
- Methods are categorized to aid researchers in selecting appropriate approaches for specific docking challenges.
Conclusions:
- Understanding and modeling protein flexibility is key to advancing molecular docking.
- Categorizing methods enhances the accessibility and applicability of flexible docking techniques.
- This work serves as a guide for researchers tackling protein-protein docking problems with flexibility considerations.
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