Multiscale molecular kinetics by coupling Markov state models and reaction-diffusion dynamics
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| Publication date | 28-09-2021 |
| Journal | Journal of Chemical Physics |
| Article number | 124109 |
| Volume | Issue number | 155 | 12 |
| Number of pages | 13 |
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| Abstract |
A novel approach to simulate simple protein-ligand systems at large time and length scales is to couple Markov state models (MSMs) of molecular kinetics with particle-based reaction-diffusion (RD) simulations, MSM/RD. Currently, MSM/RD lacks a mathematical framework to derive coupling schemes, is limited to isotropic ligands in a single conformational state, and lacks multiparticle extensions. In this work, we address these needs by developing a general MSM/RD framework by coarse-graining molecular dynamics into hybrid switching diffusion processes. Given enough data to parameterize the model, it is capable of modeling protein-protein interactions over large time and length scales, and it can be extended to handle multiple molecules. We derive the MSM/RD framework, and we implement and verify it for two protein-protein benchmark systems and one multiparticle implementation to model the formation of pentameric ring molecules. To enable reproducibility, we have published our code in the MSM/RD software package.
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| Document type | Article |
| Note | © 2021 Author(s). Published under an exclusive license by AIP Publishing |
| Language | English |
| Related dataset | MSM/RD generated data/plots |
| Published at | https://doi.org/10.1063/5.0060314 |
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Multiscale molecular kinetics by coupling Markov state models
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