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A lightweight single-view contrastive learning hypergraph neural network for food-microbe-disease association prediction.

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第一作者： Jianqiang,Hu

第一单位： State Key Laboratory of Food Science and Resources, Jiangnan University, Wuxi, 214122, Jiangsu, China.;School of Food Science and Technology, Jiangnan University, Wuxi, 214122, Jiangsu, China.

作者： Jianqiang,Hu ^[1] ; Mingyi,Hu ^[1] ; Yangxiang,Wu ^[2] ; Songyao,Mu ^[1] ; Dahao,Huang ^[1] ; Baolong,Wang ^[1] ; Yuchen,Gao ^[1] ; Shixin,Gu ^[2] ; Jinlin,Zhu ^[3]

作者单位： State Key Laboratory of Food Science and Resources, Jiangnan University, Wuxi, 214122, Jiangsu, China.;School of Food Science and Technology, Jiangnan University, Wuxi, 214122, Jiangsu, China. ^[1] State Key Laboratory of Food Science and Resources, Jiangnan University, Wuxi, 214122, Jiangsu, China.;School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, 214122, Jiangsu, China. ^[2] State Key Laboratory of Food Science and Resources, Jiangnan University, Wuxi, 214122, Jiangsu, China. wx_zjl@jiangnan.edu.cn.;School of Food Science and Technology, Jiangnan University, Wuxi, 214122, Jiangsu, China. wx_zjl@jiangnan.edu.cn.;School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, 214122, Jiangsu, China. wx_zjl@jiangnan.edu.cn. ^[3]

关键词 Contrastive learning Food–microbe–disease association prediction Hypergraph neural networks Precision nutrition

主题词人类(Humans);计算生物学(Computational Biology);食品微生物学(Food Microbiology);数据库, 事实型(Databases, Factual)

DOI 10.1186/s12859-025-06283-1

PMID 41188726

发布时间 2025-11-08

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准确一般字义偏差语意偏离译文作用小提交