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Updated: Jul 16, 2025

Incorporating Target Protein Structure Flexibility and Dynamics in Computational Drug Discovery Using Ensemble-Based Docking Analysis
Published on: June 20, 2025
Exploring rigid-backbone protein docking in biologics discovery: a test using the DARPin scaffold
Francis Gaudreault1, Jason Baardsnes1, Yuliya Martynova1
1Human Health Therapeutics Research Centre, National Research Council Canada, Montreal, QC, Canada.
This study successfully docked engineered DARPins against the BCL-W protein, identifying three designs with nanomolar binding affinity. This demonstrates the utility of computational docking for rigid protein scaffolds in biologics discovery.
Area of Science:
- Computational biology
- Protein engineering
- Biophysics
Background:
- Accurate protein-protein docking is crucial for biologics development, but challenging for engineered scaffolds.
- Existing methods like ProPOSE face limitations with protein backbone flexibility.
Purpose of the Study:
- To evaluate ProPOSE's effectiveness on engineered scaffolds with limited backbone flexibility, specifically DARPins.
- To demonstrate a computational screening protocol for identifying DARPin binders against a target protein.
Main Methods:
- Docking of sequence-diversified DARPin interfaces against the BCL-W protein epitope using ProPOSE.
- Application of a computational selection protocol based on binding scores and mode frequency.
- Experimental validation of top-ranked DARPin designs.
Main Results:
- Three out of 18 computationally selected DARPin designs showed nanomolar binding affinity to BCL-W.
- The binding affinities were comparable to known DARPin binders.
- The computational approach successfully enriched for binders.
Conclusions:
- ProPOSE is effective for docking rigid protein scaffolds like DARPins.
- This study validates a computational strategy for engineering and screening DARPins.
- The findings support future efforts in designing rigid scaffolds for targeted protein interactions.
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