基于药物相似性网络数据的药物组合预测方法 提出一种基于图表示学习进行药物组合治疗的预测方法
Manual
Network Embedding framework in Multiplex Networks. We consider node feature vector should contains all of informaction(ATC,Chemical,side effect....)
Two applications for NEMN: DDI prediction.
Data from [33] Gottlieb A, Stein G Y, Oron Y, et al. INDI: a computational framework for inferring drug interactions and their associated recommendations[J]. Molecular Systems Biology, 2012, 8(1): 592.
Drug combination. Data from DrugBank、SIDER et al.
Four Steps for NEMN:
1、evluate network importance
2、bias random walk for got path
3、train Skip-gram model
4、randomforest calssifier
You can find NEMN in folder of Code.
Data in Drug combination and Drug-Drug-Interaction.