Deep geometric representations for modeling effects of mutations on protein-protein binding affinity.

Modeling the impact of amino acid mutations on protein-protein interaction plays a crucial role in protein engineering and drug design. In this study, we develop GeoPPI, a novel structure-based deep-learning framework to predict the change of binding affinity upon mutations. Based on the three-dimen...

Full description

Bibliographic Details
Main Authors: Xianggen Liu, Yunan Luo, Pengyong Li, Sen Song, Jian Peng
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2021-08-01
Series:PLoS Computational Biology
Online Access:https://doi.org/10.1371/journal.pcbi.1009284