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Image Credit: Arxiv

GLProtein: Global-and-Local Structure Aware Protein Representation Learning

  • Proteins are crucial in biological systems and understanding their functions is essential.
  • GLProtein is a novel framework for protein pre-training that integrates global structural similarity and local amino acid details for improved prediction accuracy and functional insights.
  • GLProtein combines protein-masked modeling, triplet structure similarity scoring, protein 3D distance encoding, and substructure-based amino acid molecule encoding.
  • Experimental results show that GLProtein surpasses previous methods in various bioinformatics tasks like predicting protein-protein interaction and contact prediction.

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