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Graph-Based Machine Learning for Predicting Drug–Drug Interactions: A Systematic Review

<b>Background/Objectives:</b> Drug–drug interactions (DDIs) are major medication-safety concerns, and experimental testing cannot cover the expanding number of drug pairs. This systematic review evaluates graph-based machine-learning methods for DDI prediction, focusing on machine-learning architect...

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Principais autores: Md. Tuhin Reza, Md. Abdul Kader, Wissem Inoubli, Md. Biddut Hossain, Md. Kamrul Islam
Formato: Artigo
Idioma:Inglês
Publicado em: MDPI AG 2026-08-01
coleção:Pharmaceuticals
Assuntos:
drug–drug interaction
graph neural network
computational pharmacology
multimodal learning
attention mechanism
Acesso em linha:https://www.mdpi.com/1424-8247/19/8/1225
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