📃 Drug-drug interactions prediction based on deep learning and knowledge graph: a review

📘 Journal: iScience (I.F=6.107)
🗓 Publish year: 2024

🧑‍💻Authors: Huimin Luo, Weijie Yin, Jianlin Wang, Wenjuan Liang, Junwei Luo, Chaokun Yan
🏢University: Henan University, Kaifeng, China, Henan Polytechnic University, Jiaozuo, China

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📱Channel: @ComplexNetworkAnalysis
#paper #Drug #prediction #Deep_learning #knowledge_graph #review

📃 A review on graph neural networks for predicting synergistic drug combinations

📘 Journal: Artificial Intelligence Review (I.F=12)
🗓 Publish year: 2024

🧑‍💻Authors: Milad Besharatifard, Fatemeh Vafaee
🏢University: University of New South Wales (UNSW), Sydney, Australia

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📱Channel: @ComplexNetworkAnalysis
#paper #GNN #predicting #synergistic #drug_combinations #review

📃Comprehensive evaluation of deep and graph learning on drug–drug interactions prediction

📘 Journal: Briefings in Bioinformatics(I.F=13.994)
🗓 Publish year: 2023

🧑‍💻Authors: Xuan Lin, Lichang Dai, Yafang Zhou, Zu-Guo Yu, Wen Zhang, Jian-Yu Shi, Dong-Sheng Cao, Li Zeng, Haowen Chen, Bosheng Song, Philip S Yu, Xiangxiang Zeng
🏢Universities: Xiangtan University, Huazhong Agricultural University, Hunan University,

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#paper #drug_drug_interactions #Graph_Learning #deep_learning #prediction

📃Knowledge mapping of graph neural networks for drug discovery: a bibliometric and visualized analysis

🗓 Publish year: 2024
📘Journal: Frontiers in Pharmacology (I.F=4.4)

🧑‍💻Authors: Rufan Yao, Zhenhua Shen, Xinyi Xu, Guixia Ling, Rongwu Xiang, Tingyan Song, Fei Zhai and Yuxuan Zhai
🏢University: Shenyang Pharmaceutical University, Shenyang, China

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#paper #Knowledge #mapping #GNN #drug #discovery #visualized

📃Connecting the dots: Computational network analysis for disease insight and drug repurposing

🗓 Publish year: 2024
📘Journal: Current Opinion in Structural Biology (COSB) (I.F=6.1)

🧑‍💻Authors: Nicoleta Siminea, Eugen Czeizler, Victor-Bogdan Popescu, Ion Petre and Andrei Paun
🏢Universities: University of Bucharest, Romania
University of Helsinki, Finland

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#paper #Connecting #Computational #disease #drug #repurposing

📃 Graph Neural Network-Based Approaches to Drug Repurposing: A Comprehensive Survey

🗓 Publish year: 2025

🧑‍💻Authors: Alireza A.Tabatabaei, Mohammad Ebrahim Mahdavi, Ehsan Beiranvand, ...
🏢Universities: University of Isfahan, Shahid Beheshti University of Medical Sciences, University of Tehran - Iran

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📲Channel: @Bioinformatics
#review #drug #repurposing #gnn

📑 Machine learning-based drug-drug interaction prediction: a critical review of models, limitations, and data challenges

📘 Journal: Frontiers in Pharmacology (I.F.=4.8)
🗓 Publish year: 2025

🧑‍💻Authors: Flaviu-Ioan Gheorghita, Vlad-Ioan Bocanet, Laszlo Barna Iantovics
🏢University: Palade University of Medicine, Technical University of Cluj-Napoca, Romania

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📲Channel: @Bioinformatics
#review #drug #prediction