Markov state models: From an art to a science

BE Husic, VS Pande - Journal of the American Chemical Society, 2018 - ACS Publications
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 …

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 …

An efficient path classification algorithm based on variational autoencoder to identify metastable path channels for complex conformational changes

Y Qiu, MS O'Connor, M Xue, B Liu… - Journal of chemical …, 2023 - ACS Publications
Conformational changes (ie, dynamic transitions between pairs of conformational states)
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 …

[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 …

[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 …

[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 …

How kinetics within the unfolded state affects protein folding: An analysis based on Markov state models and an ultra-long MD trajectory

N Deng, W Dai, RM Levy - The Journal of Physical Chemistry B, 2013 - ACS Publications
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 …

Simulating replica exchange: Markov state models, proposal schemes, and the infinite swapping limit

BW Zhang, W Dai, E Gallicchio, P He… - The Journal of …, 2016 - ACS Publications
Replica exchange molecular dynamics is a multicanonical simulation technique commonly
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) …