Bind: large-scale biological interaction network discovery through knowledge graph-driven machine learning

Bind: large-scale biological interaction network discovery through knowledge graph-driven machine learning

Abstract Background Biological systems derive from complex interactions between entities ranging from biomolecules to macroscopic structures, forming intricate networks essential for understanding disease mechanisms and developing therapeutic interventions. Current AI-driven interaction predictors t...

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Bibliographic Details
Main Authors: Naafey Aamer, Muhammad Nabeel Asim, Aamer Iqbal Bhatti, Andreas Dengel
Format: Article
Language:English
Published: BMC 2025-07-01
Series:Journal of Translational Medicine
Subjects:
Knowledge graphs
Representation learning
Graph-Based learning
Biological interaction networks
Network discovery
Interaction prediction
Online Access:https://doi.org/10.1186/s12967-025-06789-5
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https://doi.org/10.1186/s12967-025-06789-5

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