Markov state models to study the functional dynamics of proteins in the wake of machine learning

KA Konovalov, IC Unarta, S Cao, EC Goonetilleke… - JACS Au, 2021 - ACS Publications
Markov state models (MSMs) based on molecular dynamics (MD) simulations are routinely
employed to study protein folding, however, their application to functional conformational …

To milliseconds and beyond: challenges in the simulation of protein folding

TJ Lane, D Shukla, KA Beauchamp… - Current opinion in …, 2013 - Elsevier
Quantitatively accurate all-atom molecular dynamics (MD) simulations of protein folding
have long been considered a holy grail of computational biology. Due to the large system …

PyEMMA 2: A software package for estimation, validation, and analysis of Markov models

MK Scherer, B Trendelkamp-Schroer… - Journal of chemical …, 2015 - ACS Publications
Markov (state) models (MSMs) and related models of molecular kinetics have recently
received a surge of interest as they can systematically reconcile simulation data from either …

Dynamic architecture of a protein kinase

CL McClendon, AP Kornev, MK Gilson… - Proceedings of the …, 2014 - pnas.org
Protein kinases are dynamically regulated signaling proteins that act as switches in the cell
by phosphorylating target proteins. To establish a framework for analyzing linkages between …

Integrative, dynamic structural biology at atomic resolution—it's about time

H Van Den Bedem, JS Fraser - Nature methods, 2015 - nature.com
Biomolecules adopt a dynamic ensemble of conformations, each with the potential to
interact with binding partners or perform the chemical reactions required for a multitude of …

Biophysics of protein evolution and evolutionary protein biophysics

T Sikosek, HS Chan - Journal of The Royal Society …, 2014 - royalsocietypublishing.org
The study of molecular evolution at the level of protein-coding genes often entails comparing
large datasets of sequences to infer their evolutionary relationships. Despite the importance …

Equilibrium fluctuations of a single folded protein reveal a multitude of potential cryptic allosteric sites

GR Bowman, PL Geissler - Proceedings of the National Academy of …, 2012 - pnas.org
Cryptic allosteric sites—transient pockets in a folded protein that are invisible to
conventional experiments but can alter enzymatic activity via allosteric communication with …

A role for both conformational selection and induced fit in ligand binding by the LAO protein

DA Silva, GR Bowman, A Sosa-Peinado… - PLoS computational …, 2011 - journals.plos.org
Molecular recognition is determined by the structure and dynamics of both a protein and its
ligand, but it is difficult to directly assess the role of each of these players. In this study, we …

Dynamics of an intrinsically disordered protein reveal metastable conformations that potentially seed aggregation

Q Qiao, GR Bowman, X Huang - Journal of the American …, 2013 - ACS Publications
Amyloid fibril deposits of the intrinsically disordered hIAPP peptide are found in 95% of type
II diabetes patients, and the aggregation of this peptide is suggested to induce apoptotic cell …

Memory unlocks the future of biomolecular dynamics: Transformative tools to uncover physical insights accurately and efficiently

AJ Dominic III, S Cao, A Montoya-Castillo… - Journal of the …, 2023 - ACS Publications
Conformational changes underpin function and encode complex biomolecular mechanisms.
Gaining atomic-level detail of how such changes occur has the potential to reveal these …