Electrostatic interactions in protein structure, folding, binding, and condensation

HX Zhou, X Pang - Chemical reviews, 2018 - ACS Publications
Charged and polar groups, through forming ion pairs, hydrogen bonds, and other less
specific electrostatic interactions, impart important properties to proteins. Modulation of the …

[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 …

Protein interface prediction using graph convolutional networks

A Fout, J Byrd, B Shariat… - Advances in neural …, 2017 - proceedings.neurips.cc
We consider the prediction of interfaces between proteins, a challenging problem with
important applications in drug discovery and design, and examine the performance of …

LightGBM-PPI: Predicting protein-protein interactions through LightGBM with multi-information fusion

C Chen, Q Zhang, Q Ma, B Yu - Chemometrics and Intelligent Laboratory …, 2019 - Elsevier
Protein-protein interactions (PPIs) play an important role in cell life activities such as
transcriptional regulation, signal transduction and drug signal transduction. The study of …

Protein–protein interaction sites prediction by ensemble random forests with synthetic minority oversampling technique

X Wang, B Yu, A Ma, C Chen, B Liu, Q Ma - Bioinformatics, 2019 - academic.oup.com
Motivation The prediction of protein–protein interaction (PPI) sites is a key to mutation
design, catalytic reaction and the reconstruction of PPI networks. It is a challenging task …

Dissecting protein–protein recognition sites

P Chakrabarti, J Janin - Proteins: Structure, Function, and …, 2002 - Wiley Online Library
The recognition sites in 70 pairwise protein–protein complexes of known three‐dimensional
structure are dissected in a set of surface patches by clustering atoms at the interface. When …

Prediction‐based fingerprints of protein–protein interactions

A Porollo, J Meller - Proteins: Structure, Function, and …, 2007 - Wiley Online Library
The recognition of protein interaction sites is an important intermediate step toward
identification of functionally relevant residues and understanding protein function, facilitating …

Prediction of protein–protein interactions using random decision forest framework

XW Chen, M Liu - Bioinformatics, 2005 - academic.oup.com
Motivation: Protein interactions are of biological interest because they orchestrate a number
of cellular processes such as metabolic pathways and immunological recognition. Domains …

Applying the Naïve Bayes classifier with kernel density estimation to the prediction of protein–protein interaction sites

Y Murakami, K Mizuguchi - Bioinformatics, 2010 - academic.oup.com
Motivation: The limited availability of protein structures often restricts the functional
annotation of proteins and the identification of their protein–protein interaction sites …

ProMate: a structure based prediction program to identify the location of protein–protein binding sites

H Neuvirth, R Raz, G Schreiber - Journal of molecular biology, 2004 - Elsevier
Is the whole protein surface available for interaction with other proteins, or are specific sites
pre-assigned according to their biophysical and structural character? And if so, is it possible …