Combining machine learning and computational chemistry for predictive insights into chemical systems

JA Keith, V Vassilev-Galindo, B Cheng… - Chemical …, 2021 - ACS Publications
Machine learning models are poised to make a transformative impact on chemical sciences
by dramatically accelerating computational algorithms and amplifying insights available from …

Two decades of Martini: Better beads, broader scope

SJ Marrink, L Monticelli, MN Melo… - Wiley …, 2023 - Wiley Online Library
The Martini model, a coarse‐grained force field for molecular dynamics simulations, has
been around for nearly two decades. Originally developed for lipid‐based systems by the …

Martini 3: a general purpose force field for coarse-grained molecular dynamics

PCT Souza, R Alessandri, J Barnoud, S Thallmair… - Nature …, 2021 - nature.com
The coarse-grained Martini force field is widely used in biomolecular simulations. Here we
present the refined model, Martini 3 (http://cgmartini. nl), with an improved interaction …

Moltemplate: A tool for coarse-grained modeling of complex biological matter and soft condensed matter physics

AI Jewett, D Stelter, J Lambert, SM Saladi… - Journal of molecular …, 2021 - Elsevier
Coarse-grained models have long been considered indispensable tools in the investigation
of biomolecular dynamics and assembly. However, the process of simulating such models is …

Molecular insights into the complex mechanics of plant epidermal cell walls

Y Zhang, J Yu, X Wang, DM Durachko, S Zhang… - Science, 2021 - science.org
Plants have evolved complex nanofibril-based cell walls to meet diverse biological and
physical constraints. How strength and extensibility emerge from the nanoscale-to …

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 …

Operando characterization of organic mixed ionic/electronic conducting materials

R Wu, M Matta, BD Paulsen, J Rivnay - Chemical Reviews, 2022 - ACS Publications
Operando characterization plays an important role in revealing the structure–property
relationships of organic mixed ionic/electronic conductors (OMIECs), enabling the direct …

A review of advancements in coarse-grained molecular dynamics simulations

SY Joshi, SA Deshmukh - Molecular Simulation, 2021 - Taylor & Francis
Over the last few years, coarse-grained molecular dynamics has emerged as a way to model
large and complex systems in an efficient and inexpensive manner due to its lowered …

Emerging diversity in lipid–protein interactions

V Corradi, BI Sejdiu, H Mesa-Galloso… - Chemical …, 2019 - ACS Publications
Membrane lipids interact with proteins in a variety of ways, ranging from providing a stable
membrane environment for proteins to being embedded in to detailed roles in complicated …

Coarse-grained protein models and their applications

S Kmiecik, D Gront, M Kolinski, L Wieteska… - Chemical …, 2016 - ACS Publications
The traditional computational modeling of protein structure, dynamics, and interactions
remains difficult for many protein systems. It is mostly due to the size of protein …