Article
SCREEN: A Graph-based Contrastive Learning Tool to Infer Catalytic Residues and Assess Enzyme Mutations.
Genomics, proteomics & bioinformatics - 15 Jan 2025
Pan Tong, Bi Yue, Wang Xiaoyu, Zhang Ying, Webb Geoffrey I, Gasser Robin B, Kurgan Lukasz, Song Jiangning
Abstract excerpt
The accurate identification of catalytic residues contributes to our understanding of enzyme functions in biological processes and pathways. The increasing number of protein sequences necessitates computational tools for the automated prediction of catalytic residues in enzymes. Here, we introduce SCREEN, a graph neural network for the high-throughput prediction of catalytic residues via the integration of enzyme...
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