Predicting protein–protein interactions from the molecular to the proteome level
Identification of protein–protein interactions (PPIs) is at the center of molecular biology
considering the unquestionable role of proteins in cells. Combinatorial interactions result in …
considering the unquestionable role of proteins in cells. Combinatorial interactions result in …
Machine learning approaches to predict drug efficacy and toxicity in oncology
BA Badwan, G Liaropoulos, E Kyrodimos, D Skaltsas… - Cell reports …, 2023 - cell.com
In recent years, there has been a surge of interest in using machine learning algorithms
(MLAs) in oncology, particularly for biomedical applications such as drug discovery, drug …
(MLAs) in oncology, particularly for biomedical applications such as drug discovery, drug …
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 …
important applications in drug discovery and design, and examine the performance of …
Protein interaction interface region prediction by geometric deep learning
B Dai, C Bailey-Kellogg - Bioinformatics, 2021 - academic.oup.com
Motivation Protein–protein interactions drive wide-ranging molecular processes, and
characterizing at the atomic level how proteins interact (beyond just the fact that they …
characterizing at the atomic level how proteins interact (beyond just the fact that they …
Hot spots-making directed evolution easier
Directed evolution has emerged as a powerful strategy to engineer various properties of
proteins. Traditional methods to construct libraries such as error-prone PCR and DNA …
proteins. Traditional methods to construct libraries such as error-prone PCR and DNA …
[HTML][HTML] Computational prediction of protein interfaces: A review of data driven methods
Reliably pinpointing which specific amino acid residues form the interface (s) between a
protein and its binding partner (s) is critical for understanding the structural and …
protein and its binding partner (s) is critical for understanding the structural and …
SCRIBER: accurate and partner type-specific prediction of protein-binding residues from proteins sequences
Motivation Accurate predictions of protein-binding residues (PBRs) enhances understanding
of molecular-level rules governing protein–protein interactions, helps protein–protein …
of molecular-level rules governing protein–protein interactions, helps protein–protein …
Evolution of in silico strategies for protein-protein interaction drug discovery
SJY Macalino, S Basith, NAB Clavio, H Chang, S Kang… - Molecules, 2018 - mdpi.com
The advent of advanced molecular modeling software, big data analytics, and high-speed
processing units has led to the exponential evolution of modern drug discovery and better …
processing units has led to the exponential evolution of modern drug discovery and better …
BIPSPI: a method for the prediction of partner-specific protein–protein interfaces
Abstract Motivation Protein–Protein Interactions (PPI) are essentials for most cellular
processes and thus, unveiling how proteins interact is a crucial question that can be better …
processes and thus, unveiling how proteins interact is a crucial question that can be better …