DeepRank-GNN: a graph neural network framework to learn patterns in protein–protein interfaces

Abstract Motivation Gaining structural insights into the protein–protein interactome is essential to understand biological phenomena and extract knowledge for rational drug design or protein engineering. We have previously developed DeepRank, a deep-learning framework to facilitate pattern learning...

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Bibliographic Details
Published in:	Bioinformatics (Oxford, England) Vol. 39; no. 1
Main Authors:	Réau, Manon, Renaud, Nicolas, Xue, Li C, Bonvin, Alexandre M J J
Format:	Journal Article
Language:	English
Published:	England Oxford University Press 01.01.2023 Oxford Publishing Limited (England)
Subjects:	Artificial neural networks Availability Bioinformatics Data augmentation Deep learning Drug development Graph neural networks Graphical representations Graphical user interface Graphs Interfaces Invariants Machine learning Neural networks Neural Networks, Computer Original Paper Protein engineering Proteins Proteins - chemistry Rotation
ISSN:	1367-4811, 1367-4803, 1367-4811
Online Access:	Get full text
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