ZeroBind: a protein-specific zero-shot predictor with subgraph matching for drug-target interactions

Abstract Existing drug-target interaction (DTI) prediction methods generally fail to generalize well to novel (unseen) proteins and drugs. In this study, we propose a protein-specific meta-learning framework ZeroBind with subgraph matching for predicting protein-drug interactions from their structur...

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Bibliographic Details
Main Authors: Yuxuan Wang, Ying Xia, Junchi Yan, Ye Yuan, Hong-Bin Shen, Xiaoyong Pan
Format: Article
Language:English
Published: Nature Portfolio 2023-11-01
Series:Nature Communications
Online Access:https://doi.org/10.1038/s41467-023-43597-1