Enhanced sampling with machine learning

S Mehdi, Z Smith, L Herron, Z Zou… - Annual Review of …, 2024 - annualreviews.org
Molecular dynamics (MD) enables the study of physical systems with excellent
spatiotemporal resolution but suffers from severe timescale limitations. To address this …

Gaussian accelerated molecular dynamics: Principles and applications

J Wang, PR Arantes, A Bhattarai… - Wiley …, 2021 - Wiley Online Library
Gaussian accelerated molecular dynamics (GaMD) is a robust computational method for
simultaneous unconstrained enhanced sampling and free energy calculations of …

PyEMMA 2: A software package for estimation, validation, and analysis of Markov models

MK Scherer, B Trendelkamp-Schroer… - Journal of chemical …, 2015 - ACS Publications
Markov (state) models (MSMs) and related models of molecular kinetics have recently
received a surge of interest as they can systematically reconcile simulation data from either …

Kinetics from metadynamics: Principles, applications, and outlook

D Ray, M Parrinello - Journal of Chemical Theory and …, 2023 - ACS Publications
Metadynamics is a popular enhanced sampling algorithm for computing the free energy
landscape of rare events by using molecular dynamics simulation. Ten years ago, Tiwary …

The drug–target residence time model: a 10-year retrospective

RA Copeland - Nature Reviews Drug Discovery, 2016 - nature.com
The drug–target residence time model was first introduced in 2006 and has been broadly
adopted across the chemical biology, biotechnology and pharmaceutical communities …

Bionic Engineered Protein Coating Boosting Anti‐Biofouling in Complex Biological Fluids

Z Zhao, M Pan, C Qiao, L **ang, X Liu… - Advanced …, 2023 - Wiley Online Library
Implantable medical devices have been widely applied in diagnostics, therapeutics, organ
restoration, and other biomedical areas, but often suffer from dysfunction and infections due …

Using metadynamics to build neural network potentials for reactive events: the case of urea decomposition in water

M Yang, L Bonati, D Polino, M Parrinello - Catalysis Today, 2022 - Elsevier
The study of chemical reactions in aqueous media is very important for its implications in
several fields of science, from biology to industrial processes. However, modeling these …

Estimation of drug-target residence times by τ-random acceleration molecular dynamics simulations

DB Kokh, M Amaral, J Bomke, U Grädler… - Journal of chemical …, 2018 - ACS Publications
Drug-target residence time (τ), one of the main determinants of drug efficacy, remains highly
challenging to predict computationally and, therefore, is usually not considered in the early …

Ligand Gaussian accelerated molecular dynamics (LiGaMD): Characterization of ligand binding thermodynamics and kinetics

Y Miao, A Bhattarai, J Wang - Journal of chemical theory and …, 2020 - ACS Publications
Calculations of ligand binding free energies and kinetic rates are important for drug design.
However, such tasks have proven challenging in computational chemistry and biophysics …

Enhancing important fluctuations: Rare events and metadynamics from a conceptual viewpoint

O Valsson, P Tiwary, M Parrinello - Annual review of physical …, 2016 - annualreviews.org
Atomistic simulations play a central role in many fields of science. However, their usefulness
is often limited by the fact that many systems are characterized by several metastable states …