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Learning To Predict Mutational Effects of Protein-Protein Interactions by Microenvironment-Aware Hierarchical Prompt Learning by darkerwang92 is a document available to read on EtoBox.

The document presents a novel framework called Prompt-DDG for predicting the effects of amino acid mutations on protein-protein interactions, addressing challenges like data scarcity and computational cost. It introduces a hierarchical prompt codebook and a masked microenvironment modeling task to capture complex structural dependencies and microenvironmental differences. The proposed method demonstrates superior performance and efficiency compared to existing approaches in predicting changes in binding fre

Author
darkerwang92
Language
EN