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Quantitative Prediction of Dissociation Rates of PYK2 Ligands Using Umbrella Sampling and Milestoning
Justin Spiriti1, Chung F Wong1
1Department of Chemistry and Biochemistry, University of Missouri-St. Louis, St. Louis, Missouri 63121, United States.
Journal of Chemical Theory and Computation
|April 19, 2024
Summary
Molecular dynamics simulations reveal how ligands dissociate from protein kinase PYK2. Different ligand structures lead to distinct exit pathways and protein responses, impacting dissociation rates.
Area of Science:
- Biophysics
- Computational Chemistry
- Structural Biology
Background:
- Protein kinases are crucial drug targets.
- Understanding ligand-protein interactions is key to drug design.
- PYK2 is implicated in various cellular processes.
Purpose of the Study:
- To investigate the dissociation mechanisms of multiple ligands from protein kinase PYK2.
- To correlate simulation-derived activation barriers with experimental dissociation rates.
- To elucidate the influence of ligand structure on dissociation pathways and protein dynamics.
Main Methods:
- Umbrella sampling simulations to calculate potential of mean force and activation barriers.
- Milestoning simulations to determine absolute dissociation rates.
- Zero-temperature string method to find optimized dissociation pathways.
Main Results:
- Activation barriers from umbrella sampling correlated well with experimental dissociation rates.
- Milestoning simulations accurately predicted dissociation rates for two of three similar ligands.
- Ligands followed distinct dissociation pathways, interacting with different residues.
- Protein PYK2 exhibited varied conformational changes during ligand dissociation.
Conclusions:
- Computational methods can effectively model ligand dissociation from protein kinases.
- Ligand structure significantly influences binding site exit pathways and protein conformational changes.
- Predicting dissociation rates for structurally similar ligands can be challenging due to complex exit routes.

