On the emergence of machine-learning methods in bottom-up coarse-graining

PG Sahrmann, GA Voth - Current Opinion in Structural Biology, 2025 - Elsevier
Machine-learning methods have gained significant attention in the computational chemistry
community as a viable approach to molecular modeling and analysis. Recent successes in …

Megamolecule Self-Assembly Networks: A Combined Computational and Experimental Design Strategy

J Wu, Z Gu, JA Modica, S Chen… - Journal of the …, 2024 - ACS Publications
This work describes the use of computational strategies to design megamolecule building
blocks for the self-assembly of lattice networks. The megamolecules are prepared by …

QM/CG-MM: Systematic Embedding of Quantum Mechanical Systems in a Coarse-Grained Environment with Accurate Electrostatics

D Teng, AV Mironenko, GA Voth - The Journal of Physical …, 2024 - ACS Publications
Quantum Mechanics/Molecular Mechanics (QM/MM) can describe chemical reactions in
molecular dynamics (MD) simulations at a much lower cost than ab initio MD. Still, it is …

Analysis of mapping atomic models to coarse-grained resolution

KM Kidder, WG Noid - The Journal of Chemical Physics, 2024 - pubs.aip.org
Low-resolution coarse-grained (CG) models provide significant computational and
conceptual advantages for simulating soft materials. However, the properties of CG models …

Data-Driven Equation-Free Dynamics Applied to Many-Protein Complexes: The Microtubule Tip Relaxation

J Wu, S Dasetty, D Beckett, Y Wang, W Xue, T Skóra… - Biophysical …, 2025 - cell.com
Microtubules (MTs) constitute the largest components of the eukaryotic cytoskeleton and
play crucial roles in various cellular processes, including mitosis and intracellular transport …

Stabilization Mechanism of Initiator Transfer RNA in the Small Ribosomal Subunit from Coarse-Grained Molecular Simulations

Y Mori, S Tanaka - The Journal of Physical Chemistry B, 2024 - ACS Publications
Proteins play a variety of roles in biological phenomena in cells. Proteins are synthesized by
the ribosome, which is a large molecular complex composed of proteins and nucleic acids …

Dynamic framework for large-scale modeling of membranes and peripheral proteins.

M Sadeghi, D Rosenberger - Methods in Enzymology, 2024 - europepmc.org
In this chapter, we present a novel computational framework to study the dynamic behavior
of extensive membrane systems, potentially in interaction with peripheral proteins, as an …