Interactive molecular dynamics in virtual reality for accurate flexible protein-ligand docking
arXiv:1908.07395 · doi:10.1371/journal.pone.0228461
Abstract
Simulating drug binding and unbinding is a challenge, as the rugged energy landscapes that separate bound and unbound states require extensive sampling that consumes significant computational resources. Here, we describe the use of interactive molecular dynamics in virtual reality (iMD-VR) as an accurate low-cost strategy for flexible protein-ligand docking. We outline an experimental protocol which enables expert iMD-VR users to guide ligands into and out of the binding pockets of trypsin, neuraminidase, and HIV-1 protease, and recreate their respective crystallographic protein-ligand binding poses within 5 - 10 minutes. Following a brief training phase, our studies shown that iMD-VR novices were able to generate unbinding and rebinding pathways on similar timescales as iMD-VR experts, with the majority able to recover binding poses within 2.15 Angstrom RMSD of the crystallographic binding pose. These results indicate that iMD-VR affords sufficient control for users to carry out the detailed atomic manipulations required to dock flexible ligands into dynamic enzyme active sites and recover crystallographic poses, offering an interesting new approach for simulating drug docking and generating binding hypotheses.
PLOS ONE
References in corpus (5)
- Forward Flux Sampling for rare event simulations
- Sampling molecular conformations and dynamics in a multi-user virtual reality framework
- Training neural nets to learn reactive potential energy surfaces using interactive quantum chemistry in virtual reality
- Interactive molecular dynamics in virtual reality from quantum chemistry to drug binding: An open-source multi-person framework
- Interactive Chemical Reactivity Exploration
Cited by in corpus (3)
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