Machine learning force fields

OT Unke, S Chmiela, HE Sauceda… - Chemical …, 2021 - ACS Publications
In recent years, the use of machine learning (ML) in computational chemistry has enabled
numerous advances previously out of reach due to the computational complexity of …

Molecular dynamics simulations of ionic liquids and electrolytes using polarizable force fields

D Bedrov, JP Piquemal, O Borodin… - Chemical …, 2019 - ACS Publications
Many applications in chemistry, biology, and energy storage/conversion research rely on
molecular simulations to provide fundamental insight into structural and transport properties …

OPLS3e: Extending force field coverage for drug-like small molecules

K Roos, C Wu, W Damm, M Reboul… - Journal of chemical …, 2019 - ACS Publications
Building upon the OPLS3 force field we report on an enhanced model, OPLS3e, that further
extends its coverage of medicinally relevant chemical space by addressing limitations in …

Development and benchmarking of open force field 2.0. 0: the Sage small molecule force field

S Boothroyd, PK Behara, OC Madin… - Journal of chemical …, 2023 - ACS Publications
We introduce the Open Force Field (OpenFF) 2.0. 0 small molecule force field for drug-like
molecules, code-named Sage, which builds upon our previous iteration, Parsley. OpenFF …

OpenMM 7: Rapid development of high performance algorithms for molecular dynamics

P Eastman, J Swails, JD Chodera… - PLoS computational …, 2017 - journals.plos.org
OpenMM is a molecular dynamics simulation toolkit with a unique focus on extensibility. It
allows users to easily add new features, including forces with novel functional forms, new …

Computational modeling of realistic cell membranes

SJ Marrink, V Corradi, PCT Souza, HI Ingolfsson… - Chemical …, 2019 - ACS Publications
Cell membranes contain a large variety of lipid types and are crowded with proteins,
endowing them with the plasticity needed to fulfill their key roles in cell functioning. The …

OPLS3: a force field providing broad coverage of drug-like small molecules and proteins

E Harder, W Damm, J Maple, C Wu… - Journal of chemical …, 2016 - ACS Publications
The parametrization and validation of the OPLS3 force field for small molecules and proteins
are reported. Enhancements with respect to the previous version (OPLS2. 1) include the …

ff14SB: improving the accuracy of protein side chain and backbone parameters from ff99SB

JA Maier, C Martinez, K Kasavajhala… - Journal of chemical …, 2015 - ACS Publications
Molecular mechanics is powerful for its speed in atomistic simulations, but an accurate force
field is required. The Amber ff99SB force field improved protein secondary structure balance …

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 …

Polarizable force fields for biomolecular simulations: Recent advances and applications

Z Jing, C Liu, SY Cheng, R Qi, BD Walker… - Annual Review of …, 2019 - annualreviews.org
Realistic modeling of biomolecular systems requires an accurate treatment of electrostatics,
including electronic polarization. Due to recent advances in physical models, simulation …