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Updated: Apr 19, 2026

Incorporating Target Protein Structure Flexibility and Dynamics in Computational Drug Discovery Using Ensemble-Based Docking Analysis
Published on: June 20, 2025
Protein-protein docking with dynamic residue protonation states
Krishna Praneeth Kilambi1, Kavan Reddy1, Jeffrey J Gray2
1Department of Chemical & Biomolecular Engineering, Johns Hopkins University, Baltimore, Maryland, United States of America.
This study introduces pHDock, a novel pH-sensitive docking method that dynamically adjusts ionizable residue protonation states. pHDock improves protein-protein docking accuracy and predicts pH-dependent binding affinity changes.
Area of Science:
- Computational Biology
- Structural Biology
- Biochemistry
Background:
- Protein-protein interactions are crucial for cellular functions.
- Environmental factors, particularly pH, significantly influence these interactions by altering residue protonation states.
- Accurate modeling of these interactions requires accounting for pH-dependent effects.
Purpose of the Study:
- To develop a pH-sensitive protein-protein docking approach (pHDock).
- To dynamically sample side-chain protonation states of ionizable residues during docking.
- To improve the accuracy of protein complex structure prediction and binding affinity estimation.
Main Methods:
- Developed pHDock, a docking method incorporating on-the-fly sampling of protonation states for Asp, Glu, His, Tyr, and Lys.
- Evaluated pHDock performance against standard RosettaDock and control cases (fixed pH or protonation states).
- Incorporated backbone flexibility using conformational ensembles to further enhance results.
Main Results:
- pHDock successfully generated local docking funnels for approximately 50% of tested protein complexes, outperforming RosettaDock in 19 cases.
- Top-ranked pHDock structures exhibited lower interface RMSDs and better recovery of native contacts and hydrogen bonds compared to RosettaDock.
- The approach accurately predicted significant pH-dependent binding affinity changes for the Fc-FcRn complex.
Conclusions:
- pHDock offers a significant advancement in modeling pH-sensitive protein-protein interactions.
- The method improves the accuracy of protein docking and has potential applications in predicting binding affinity.
- This work contributes to the broader goal of simulating cellular interactions considering environmental factors and opens avenues for pH-sensitive protein design.
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