Language Model-Enhanced Geometric Learning for Metalloprotein Pathogenic Mutations.
MetalDiagnosis is proposed, a deep learning framework that integrates an improved equivariant graph neural network with a pre-trained protein language model to predict disease-associated mutation sites in metal-binding proteins and employs a sliding-window strategy to extract deep contextual semantic information from t...