Markov state models: From an art to a science
Markov state models (MSMs) are a powerful framework for analyzing dynamical systems,
such as molecular dynamics (MD) simulations, that have gained widespread use over the …
such as molecular dynamics (MD) simulations, that have gained widespread use over the …
Multiscale methods in drug design bridge chemical and biological complexity in the search for cures
RE Amaro, AJ Mulholland - Nature Reviews Chemistry, 2018 - nature.com
Drug action is inherently multiscale: it connects molecular interactions to emergent
properties at cellular and larger scales. Simulation techniques at each of these different …
properties at cellular and larger scales. Simulation techniques at each of these different …
An efficient path classification algorithm based on variational autoencoder to identify metastable path channels for complex conformational changes
Conformational changes (ie, dynamic transitions between pairs of conformational states)
play important roles in many chemical and biological processes. Constructing the Markov …
play important roles in many chemical and biological processes. Constructing the Markov …
Fibril Elongation by Aβ17–42: Kinetic Network Analysis of Hybrid-Resolution Molecular Dynamics Simulations
W Han, K Schulten - Journal of the American Chemical Society, 2014 - ACS Publications
A critical step of β-amyloid fibril formation is fibril elongation in which amyloid-β monomers
undergo structural transitions to fibrillar structures upon their binding to fibril tips. The atomic …
undergo structural transitions to fibrillar structures upon their binding to fibril tips. The atomic …
[HTML][HTML] Flexible selection of the solute region in replica exchange with solute tempering: Application to protein-folding simulations
M Kamiya, Y Sugita - The Journal of chemical physics, 2018 - pubs.aip.org
Replica-exchange molecular dynamics (REMD) and their variants have been widely used in
simulations of the biomolecular structure and dynamics. Replica exchange with solute …
simulations of the biomolecular structure and dynamics. Replica exchange with solute …
[HTML][HTML] Nearly reducible finite Markov chains: Theory and algorithms
DJ Sharpe, DJ Wales - The Journal of Chemical Physics, 2021 - pubs.aip.org
Finite Markov chains, memoryless random walks on complex networks, appear commonly
as models for stochastic dynamics in condensed matter physics, biophysics, ecology …
as models for stochastic dynamics in condensed matter physics, biophysics, ecology …
[HTML][HTML] Systematic characterization of protein folding pathways using diffusion maps: Application to Trp-cage miniprotein
SB Kim, CJ Dsilva, IG Kevrekidis… - The Journal of chemical …, 2015 - pubs.aip.org
Understanding the mechanisms by which proteins fold from disordered amino-acid chains to
spatially ordered structures remains an area of active inquiry. Molecular simulations can …
spatially ordered structures remains an area of active inquiry. Molecular simulations can …
How kinetics within the unfolded state affects protein folding: An analysis based on Markov state models and an ultra-long MD trajectory
Understanding how kinetics in the unfolded state affects protein folding is a fundamentally
important yet less well-understood issue. Here we employ three different models to analyze …
important yet less well-understood issue. Here we employ three different models to analyze …
Simulating replica exchange: Markov state models, proposal schemes, and the infinite swapping limit
Replica exchange molecular dynamics is a multicanonical simulation technique commonly
used to enhance the sampling of solvated biomolecules on rugged free energy landscapes …
used to enhance the sampling of solvated biomolecules on rugged free energy landscapes …
Conformational transitions and convergence of absolute binding free energy calculations
M Lapelosa, E Gallicchio, RM Levy - Journal of Chemical Theory …, 2012 - ACS Publications
The Binding energy distribution analysis method (BEDAM) is employed to compute the
standard binding free energies of a series of ligands to a FK506 binding protein (FKBP12) …
standard binding free energies of a series of ligands to a FK506 binding protein (FKBP12) …