[HTML][HTML] Protein–protein interaction prediction with deep learning: A comprehensive review

F Soleymani, E Paquet, H Viktor, W Michalowski… - Computational and …, 2022 - Elsevier
Most proteins perform their biological function by interacting with themselves or other
molecules. Thus, one may obtain biological insights into protein functions, disease …

Linguistically inspired roadmap for building biologically reliable protein language models

MH Vu, R Akbar, PA Robert, B Swiatczak… - Nature Machine …, 2023 - nature.com
Deep neural-network-based language models (LMs) are increasingly applied to large-scale
protein sequence data to predict protein function. However, being largely black-box models …

ProMod3—A versatile homology modelling toolbox

G Studer, G Tauriello, S Bienert, M Biasini… - PLoS computational …, 2021 - journals.plos.org
Computational methods for protein structure modelling are routinely used to complement
experimental structure determination, thus they help to address a broad spectrum of …

A vocabulary of ancient peptides at the origin of folded proteins

V Alva, J Söding, AN Lupas - elife, 2015 - elifesciences.org
The seemingly limitless diversity of proteins in nature arose from only a few thousand
domain prototypes, but the origin of these themselves has remained unclear. We are …

Design of structurally distinct proteins using strategies inspired by evolution

TM Jacobs, B Williams, T Williams, X Xu, A Eletsky… - Science, 2016 - science.org
Natural recombination combines pieces of preexisting proteins to create new tertiary
structures and functions. We describe a computational protocol, called SEWING, which is …

Assessing the accuracy of contact predictions in CASP13

R Shrestha, E Fajardo, N Gil, K Fidelis… - Proteins: Structure …, 2019 - Wiley Online Library
The accuracy of sequence‐based tertiary contact predictions was assessed in a blind
prediction experiment at the CASP13 meeting. After 4 years of significant improvements in …

Bridging themes: short protein segments found in different architectures

R Kolodny, S Nepomnyachiy, DS Tawfik… - … biology and evolution, 2021 - academic.oup.com
The vast majority of theoretically possible polypeptide chains do not fold, let alone confer
function. Hence, protein evolution from preexisting building blocks has clear potential …

Complex evolutionary footprints revealed in an analysis of reused protein segments of diverse lengths

S Nepomnyachiy, N Ben-Tal… - Proceedings of the …, 2017 - National Acad Sciences
Proteins share similar segments with one another. Such “reused parts”—which have been
successfully incorporated into other proteins—are likely to offer an evolutionary advantage …

Tertiary alphabet for the observable protein structural universe

CO Mackenzie, J Zhou… - Proceedings of the …, 2016 - National Acad Sciences
Here, we systematically decompose the known protein structural universe into its basic
elements, which we dub tertiary structural motifs (TERMs). A TERM is a compact backbone …

[HTML][HTML] Modular evolution and the origins of symmetry: reconstruction of a three-fold symmetric globular protein

A Broom, AC Doxey, YD Lobsanov, LG Berthin… - Structure, 2012 - cell.com
The high frequency of internal structural symmetry in common protein folds is presumed to
reflect their evolutionary origins from the repetition and fusion of ancient peptide modules …