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Author

Jianqiang Sun

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Conference Sep 2026

SuperGATSyn: a super-node graph attention network for drug synergy prediction

Identifying synergistic drug combinations is crucial for cancer treatment but poses significant challenges due to combinatorial complexity and the time-consuming wet-lab validation. This study proposes SuperGATSyn, a super-node graph attention framework for drug synergy prediction. The model introduces a cell-feature s...

Jia-Yao Xu, Xiao Chen, Xing-Chen Huang et al. · 0 citations
Aug 2026

Molecular Fragment-Based Graph Isomorphism Networks for Interpretable Prediction of Synergistic Drug Combinations.

Results indicate that FragSyn, through the synergistic design of fragment-level representation and cellular context awareness, provides an effective and interpretable new approach to synergistic drug combination prediction.

Li-Feng Shao, Jianqiang Sun, Hong-Zhan Ma et al. · 0 citations

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