Physics-inspired structural representations for molecules and materials

F Musil, A Grisafi, AP Bartók, C Ortner… - Chemical …, 2021 - ACS Publications
The first step in the construction of a regression model or a data-driven analysis, aiming to
predict or elucidate the relationship between the atomic-scale structure of matter and its …

RNA structural dynamics as captured by molecular simulations: a comprehensive overview

J Sponer, G Bussi, M Krepl, P Banáš, S Bottaro… - Chemical …, 2018 - ACS Publications
With both catalytic and genetic functions, ribonucleic acid (RNA) is perhaps the most
pluripotent chemical species in molecular biology, and its functions are intimately linked to …

PLUMED 2: New feathers for an old bird

GA Tribello, M Bonomi, D Branduardi… - Computer physics …, 2014 - Elsevier
Enhancing sampling and analyzing simulations are central issues in molecular simulation.
Recently, we introduced PLUMED, an open-source plug-in that provides some of the most …

Machine learning force fields and coarse-grained variables in molecular dynamics: application to materials and biological systems

P Gkeka, G Stoltz, A Barati Farimani… - Journal of chemical …, 2020 - ACS Publications
Machine learning encompasses tools and algorithms that are now becoming popular in
almost all scientific and technological fields. This is true for molecular dynamics as well …

Physics-based computational and theoretical approaches to intrinsically disordered proteins

JE Shea, RB Best, J Mittal - Current opinion in structural biology, 2021 - Elsevier
Highlights•Liquid-liquid phase separation underlies the formation of membraneless
organelles within cells.•Theory and molecular simulations help to relate interactions at the …

Metadynamics

A Barducci, M Bonomi… - Wiley Interdisciplinary …, 2011 - Wiley Online Library
Metadynamics is a powerful technique for enhancing sampling in molecular dynamics
simulations and reconstructing the free‐energy surface as a function of few selected …

Enhanced sampling in molecular dynamics using metadynamics, replica-exchange, and temperature-acceleration

C Abrams, G Bussi - Entropy, 2013 - mdpi.com
We review a selection of methods for performing enhanced sampling in molecular dynamics
simulations. We consider methods based on collective variable biasing and on tempering …

[HTML][HTML] Unsupervised machine learning in atomistic simulations, between predictions and understanding

M Ceriotti - The Journal of chemical physics, 2019 - pubs.aip.org
Automated analyses of the outcome of a simulation have been an important part of atomistic
modeling since the early days, addressing the need of linking the behavior of individual …

[HTML][HTML] Strategies for the exploration of free energy landscapes: Unity in diversity and challenges ahead

F Pietrucci - Reviews in Physics, 2017 - Elsevier
Computer simulations play an important role in the study of transformation processes of
condensed matter, including phase transitions, chemical reactions, and conformational …

Mechanism of coupled folding-upon-binding of an intrinsically disordered protein

P Robustelli, S Piana, DE Shaw - Journal of the American …, 2020 - ACS Publications
Intrinsically disordered proteins (IDPs), which in isolation do not adopt a well-defined tertiary
structure but instead populate a structurally heterogeneous ensemble of interconverting …