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Identification of Cryptic Binding Sites Using MixMD with Standard and Accelerated Molecular Dynamics
Richard D Smith1, Heather A Carlson1
1Department of Medicinal Chemistry, University of Michigan, 428 Church Street, Ann Arbor, Michigan 48109-1056, United States.
Journal of Chemical Information and Modeling
|February 18, 2021
Summary
Mixed-solvent molecular dynamics (MixMD) effectively maps cryptic protein binding sites, even those requiring significant conformational changes. This computational approach improves ligand docking accuracy compared to static structures.
Area of Science:
- Computational chemistry
- Structural biology
- Drug discovery
Background:
- Protein dynamics are crucial for small molecule binding and identifying potential binding sites.
- Cryptic binding sites require significant protein structural rearrangement to become accessible to ligands.
Purpose of the Study:
- To evaluate the Mixed-solvent Molecular Dynamics (MixMD) protocol for identifying cryptic binding sites in proteins with diverse conformational changes.
- To assess the performance of MixMD in mapping sites requiring side-chain, loop, or larger structural movements.
Main Methods:
- Applied the MixMD protocol using molecular dynamics (MD) simulations of unbound proteins in a solution containing 5% probe molecules and explicit water.
- Utilized standard and accelerated MD simulations to enhance sampling of torsional angles.
- Performed docking studies using ensembles of protein conformations generated by MixMD.
Main Results:
- MixMD successfully mapped cryptic binding sites in 5 out of 12 proteins using standard simulations.
- Accelerated MD was required for partial mapping of cryptic sites in guanylate kinase and TIE-2.
- MixMD, even with accelerated dynamics, could not map sites requiring helix or domain movements within 100 ns timescales.
- Conformational dynamics in MixMD simulations were similar to water-only simulations, suggesting probes map inherent protein dynamics.
- Docking to standard MixMD ensembles outperformed apo crystal structures in 9 cases and half of bound structures.
Conclusions:
- MixMD is a valuable tool for identifying cryptic binding sites, particularly those involving moderate conformational changes.
- The probes in MixMD likely exploit spontaneous protein opening events rather than inducing them.
- Ensemble docking based on MixMD simulations offers improved accuracy over static structure docking for drug discovery.
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