Protein ensembles: how does nature harness thermodynamic fluctuations for life? The diverse functional roles of conformational ensembles in the cell

G Wei, W Xi, R Nussinov, B Ma - Chemical reviews, 2016 - ACS Publications
All soluble proteins populate conformational ensembles that together constitute the native
state. Their fluctuations in water are intrinsic thermodynamic phenomena, and the …

Fuzziness and frustration in the energy landscape of protein folding, function, and assembly

S Gianni, MI Freiberger, P Jemth… - Accounts of chemical …, 2021 - ACS Publications
Conspectus Are all protein interactions fully optimized? Do suboptimal interactions
compromise specificity? What is the functional impact of frustration? Why does evolution not …

Inverse statistical physics of protein sequences: a key issues review

S Cocco, C Feinauer, M Figliuzzi… - Reports on Progress …, 2018 - iopscience.iop.org
In the course of evolution, proteins undergo important changes in their amino acid
sequences, while their three-dimensional folded structure and their biological function …

SMOG 2: a versatile software package for generating structure-based models

JK Noel, M Levi, M Raghunathan… - PLoS computational …, 2016 - journals.plos.org
Molecular dynamics simulations with coarse-grained or simplified Hamiltonians have proven
to be an effective means of capturing the functionally important long-time and large-length …

Coevolutionary landscape inference and the context-dependence of mutations in beta-lactamase TEM-1

M Figliuzzi, H Jacquier, A Schug… - Molecular biology …, 2016 - academic.oup.com
The quantitative characterization of mutational landscapes is a task of outstanding
importance in evolutionary and medical biology: It is, for example, of central importance for …

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 …

Evolution, energy landscapes and the paradoxes of protein folding

PG Wolynes - Biochimie, 2015 - Elsevier
Protein folding has been viewed as a difficult problem of molecular self-organization. The
search problem involved in folding however has been simplified through the evolution of …

Machine learning in biological physics: From biomolecular prediction to design

J Martin, M Lequerica Mateos, JN Onuchic… - Proceedings of the …, 2024 - pnas.org
Machine learning has been proposed as an alternative to theoretical modeling when
dealing with complex problems in biological physics. However, in this perspective, we argue …

Enhancing computational enzyme design by a maximum entropy strategy

WJ Xie, M Asadi, A Warshel - Proceedings of the National …, 2022 - National Acad Sciences
Although computational enzyme design is of great importance, the advances utilizing
physics-based approaches have been slow, and further progress is urgently needed. One …

Large-scale identification of coevolution signals across homo-oligomeric protein interfaces by direct coupling analysis

G Uguzzoni, S John Lovis, F Oteri… - Proceedings of the …, 2017 - National Acad Sciences
Proteins have evolved to perform diverse cellular functions, from serving as reaction
catalysts to coordinating cellular propagation and development. Frequently, proteins do not …