Deep learning for computational chemistry

GB Goh, NO Hodas, A Vishnu - Journal of computational …, 2017 - Wiley Online Library
The rise and fall of artificial neural networks is well documented in the scientific literature of
both computer science and computational chemistry. Yet almost two decades later, we are …

Toward the solution of the protein structure prediction problem

R Pearce, Y Zhang - Journal of Biological Chemistry, 2021 - ASBMB
Since Anfinsen demonstrated that the information encoded in a protein's amino acid
sequence determines its structure in 1973, solving the protein structure prediction problem …

ff19SB: amino-acid-specific protein backbone parameters trained against quantum mechanics energy surfaces in solution

C Tian, K Kasavajhala, KAA Belfon… - Journal of chemical …, 2019 - ACS Publications
Molecular dynamics (MD) simulations have become increasingly popular in studying the
motions and functions of biomolecules. The accuracy of the simulation, however, is highly …

Developing a molecular dynamics force field for both folded and disordered protein states

P Robustelli, S Piana, DE Shaw - Proceedings of the …, 2018 - National Acad Sciences
Molecular dynamics (MD) simulation is a valuable tool for characterizing the structural
dynamics of folded proteins and should be similarly applicable to disordered proteins and …

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 …

Improved peptide and protein torsional energetics with the OPLS-AA force field

MJ Robertson, J Tirado-Rives… - Journal of chemical …, 2015 - ACS Publications
The development and validation of new peptide dihedral parameters are reported for the
OPLS-AA force field. High accuracy quantum chemical methods were used to scan φ, ψ, χ1 …

CHARMM36 all‐atom additive protein force field: Validation based on comparison to NMR data

J Huang, AD MacKerell Jr - Journal of computational chemistry, 2013 - Wiley Online Library
Protein structure and dynamics can be characterized on the atomistic level with both nuclear
magnetic resonance (NMR) experiments and molecular dynamics (MD) simulations. Here …

Balanced protein–water interactions improve properties of disordered proteins and non-specific protein association

RB Best, W Zheng, J Mittal - Journal of chemical theory and …, 2014 - ACS Publications
Some frequently encountered deficiencies in all-atom molecular simulations, such as
nonspecific protein–protein interactions being too strong, and unfolded or disordered states …

Biophysical experiments and biomolecular simulations: A perfect match?

S Bottaro, K Lindorff-Larsen - Science, 2018 - science.org
A fundamental challenge in biological research is achieving an atomic-level description and
mechanistic understanding of the function of biomolecules. Techniques for biomolecular …

The role of protein loops and linkers in conformational dynamics and allostery

E Papaleo, G Saladino, M Lambrughi… - Chemical …, 2016 - ACS Publications
Proteins are dynamic entities that undergo a plethora of conformational changes that may
take place on a wide range of time scales. These changes can be as small as the rotation of …