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Updated: Jun 2, 2026

Incorporating Target Protein Structure Flexibility and Dynamics in Computational Drug Discovery Using Ensemble-Based Docking Analysis
Published on: June 20, 2025
pyDockCG: new coarse-grained potential for protein-protein docking
Albert Solernou1, Juan Fernandez-Recio
1Department of Life Sciences, Barcelona Supercomputing Center, Jordi Girona 29, 08034 Barcelona, Spain.
This study introduces pyDockCG, a new coarse-grained model for predicting protein-protein complex structures. It efficiently handles flexibility in docking, offering a faster alternative to full-atom methods.
Area of Science:
- Computational Biology
- Structural Biology
- Biophysics
Background:
- Protein-protein interactions are crucial for biological processes, necessitating accurate structural, functional, and energetic characterization.
- Computational docking methods predict protein complex structures, but struggle with conformational changes upon binding.
- Flexible docking is computationally expensive, limiting its widespread application.
Purpose of the Study:
- To develop an efficient coarse-grained (CG) potential, pyDockCG, for protein-protein docking scoring and refinement.
- To incorporate novel terms for Coulomb electrostatics and solvation energy into the CG model.
- To enable efficient treatment of flexibility in protein-protein docking.
Main Methods:
- Developed pyDockCG, a CG potential based on the UNRES model.
- Integrated new terms for Coulomb electrostatics and solvation energy, adapting the EEF1 model for CG.
- Applied pyDockCG to rigid-body docking sets for comparison with full-atom methods.
Main Results:
- pyDockCG achieved results comparable to the full-atom scoring function pyDock on rigid-body docking sets.
- The CG approach significantly reduced computational cost compared to full-atom methods.
- The new electrostatic and solvation terms improved scoring accuracy.
Conclusions:
- pyDockCG provides an efficient and accurate method for protein-protein docking, especially for complexes involving conformational changes.
- The CG approach offers a viable solution to the computational cost bottleneck in flexible docking.
- This tool has significant potential for biotechnological and therapeutic applications requiring structural characterization of protein complexes.
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