Next generation methods for single-molecule force spectroscopy on polyproteins and receptor-ligand complexes

B Yang, Z Liu, H Liu, MA Nash - Frontiers in Molecular Biosciences, 2020 - frontiersin.org
Single-molecule force spectroscopy with the atomic force microscope provides molecular
level insights into protein function, allowing researchers to reconstruct energy landscapes …

Recent advances in describing and driving crystal nucleation using machine learning and artificial intelligence

ER Beyerle, Z Zou, P Tiwary - Current Opinion in Solid State and Materials …, 2023 - Elsevier
With the advent of faster computer processors and especially graphics processing units
(GPUs) over the last few decades, the use of data-intensive machine learning (ML) and …

Hidden dynamics in the unfolding of individual bacteriorhodopsin proteins

H Yu, MGW Siewny, DT Edwards, AW Sanders… - Science, 2017 - science.org
Protein folding occurs as a set of transitions between structural states within an energy
landscape. An oversimplified view of the folding process emerges when transiently …

Automatic discovery of metastable states for the construction of Markov models of macromolecular conformational dynamics

JD Chodera, N Singhal, VS Pande, KA Dill… - The Journal of …, 2007 - pubs.aip.org
To meet the challenge of modeling the conformational dynamics of biological
macromolecules over long time scales, much recent effort has been devoted to constructing …

Coarse master equations for peptide folding dynamics

NV Buchete, G Hummer - The Journal of Physical Chemistry B, 2008 - ACS Publications
We construct coarse master equations for peptide folding dynamics from atomistic molecular
dynamics simulations. A maximum-likelihood propagator-based method allows us to extract …

Coordinate-dependent diffusion in protein folding

RB Best, G Hummer - Proceedings of the National Academy of Sciences, 2010 - pnas.org
Diffusion on a low-dimensional free-energy surface is a remarkably successful model for the
folding dynamics of small single-domain proteins. Complicating the interpretation of both …

Low-dimensional, free-energy landscapes of protein-folding reactions by nonlinear dimensionality reduction

P Das, M Moll, H Stamati, LE Kavraki… - Proceedings of the …, 2006 - pnas.org
The definition of reaction coordinates for the characterization of a protein-folding reaction
has long been a controversial issue, even for the “simple” case in which one single free …

[HTML][HTML] Explaining reaction coordinates of alanine dipeptide isomerization obtained from deep neural networks using Explainable Artificial Intelligence (XAI)

T Kikutsuji, Y Mori, K Okazaki, T Mori, K Kim… - The journal of …, 2022 - pubs.aip.org
A method for obtaining appropriate reaction coordinates is required to identify transition
states distinguishing the product and reactant in complex molecular systems. Recently …

Spectral coarse graining of complex networks

D Gfeller, P De Los Rios - Physical review letters, 2007 - APS
Reducing the complexity of large systems described as complex networks is key to
understanding them and a crucial issue is to know which properties of the initial system are …

Identification of simple reaction coordinates from complex dynamics

RT McGibbon, BE Husic, VS Pande - The Journal of Chemical Physics, 2017 - pubs.aip.org
Reaction coordinates are widely used throughout chemical physics to model and
understand complex chemical transformations. We introduce a definition of the natural …