| Recommendation |
ID |
Data Information |
Model Information |
Application Information |
Reference |
| Rank |
Total_Score |
Model_ID |
Dataset_Name |
Element_type |
Data_features |
Model_name |
Algorithm_name |
Prediction_type |
Code_source |
Study_types |
Disease_name |
Target_name |
Drug_name |
Interaction_type |
Recommended_Number |
PMID |
Journal |
Publication_Year |
| 1 |
81.9 |
2175 |
Ldataset |
Drug, Disease |
Drug: 2D chemical fingerprints, Diseases: The semantic similarity of disease phenotypes |
AdaDR (Adaptive Graph Convolutional Networks for Drug Repositioning) |
Adaptive Graph Convolutional Network (AGCN) |
Drug Disease Association (DDA) |
https://github.com/xinliangSun/AdaDR |
Case studies |
Breast carcinoma |
NA |
NA |
NA |
Top 5 drugs |
38070161 |
Bioinformatics |
2024 |
| 1 |
81.9 |
2175 |
Gdataset (Fdataset) |
Drug, Disease |
Drug: 2D chemical fingerprints, Diseases: The semantic similarity of disease phenotypes |
AdaDR (Adaptive Graph Convolutional Networks for Drug Repositioning) |
Adaptive Graph Convolutional Network (AGCN) |
Drug Disease Association (DDA) |
https://github.com/xinliangSun/AdaDR |
Case studies |
Breast carcinoma |
NA |
NA |
NA |
Top 5 drugs |
38070161 |
Bioinformatics |
2024 |
| 1 |
81.9 |
2175 |
Cdataset |
Drug, Disease |
Drug: 2D chemical fingerprints, Diseases: The semantic similarity of disease phenotypes |
AdaDR (Adaptive Graph Convolutional Networks for Drug Repositioning) |
Adaptive Graph Convolutional Network (AGCN) |
Drug Disease Association (DDA) |
https://github.com/xinliangSun/AdaDR |
Case studies |
Breast carcinoma |
NA |
NA |
NA |
Top 5 drugs |
38070161 |
Bioinformatics |
2024 |
| 1 |
81.9 |
2175 |
LRSSL |
Drug, Disease |
Drug: 2D chemical fingerprints, Diseases: The semantic similarity of disease phenotypes |
AdaDR (Adaptive Graph Convolutional Networks for Drug Repositioning) |
Adaptive Graph Convolutional Network (AGCN) |
Drug Disease Association (DDA) |
https://github.com/xinliangSun/AdaDR |
Case studies |
Breast carcinoma |
NA |
NA |
NA |
Top 5 drugs |
38070161 |
Bioinformatics |
2024 |
| 2 |
81.4 |
1860 |
Cdataset |
Drug, Disease |
Drug: SMILES, Disease: MeSH |
EMPHCN (Enhanced Message Passing and Hypergraph Convolutional Networks) |
Graph Convolutional Network (GCN) |
Drug Disease Association (DDA) |
https://github.com/hwh7301/EMPHCN |
Case studies |
Breast carcinoma |
NA |
NA |
NA |
Top 10 drugs |
36359016 |
Biomolecules |
2022 |
| 2 |
81.4 |
1860 |
T1 |
Drug, Disease, Target |
Drug: SMILES, Disease: MeSH |
EMPHCN (Enhanced Message Passing and Hypergraph Convolutional Networks) |
Graph Convolutional Network (GCN) |
Drug Disease Association (DDA) |
https://github.com/hwh7301/EMPHCN |
Case studies |
Breast carcinoma |
NA |
NA |
NA |
Top 10 drugs |
36359016 |
Biomolecules |
2022 |
| 2 |
81.4 |
1860 |
T2 |
Drug, Disease, Target |
Drug: SMILES, Disease: MeSH |
EMPHCN (Enhanced Message Passing and Hypergraph Convolutional Networks) |
Graph Convolutional Network (GCN) |
Drug Disease Association (DDA) |
https://github.com/hwh7301/EMPHCN |
Case studies |
Breast carcinoma |
NA |
NA |
NA |
Top 10 drugs |
36359016 |
Biomolecules |
2022 |
| 2 |
81.4 |
1860 |
Fdataset |
Drug, Disease |
Drug: SMILES, Disease: MeSH |
EMPHCN (Enhanced Message Passing and Hypergraph Convolutional Networks) |
Graph Convolutional Network (GCN) |
Drug Disease Association (DDA) |
https://github.com/hwh7301/EMPHCN |
Case studies |
Breast carcinoma |
NA |
NA |
NA |
Top 10 drugs |
36359016 |
Biomolecules |
2022 |
| 3 |
77.3 |
957 |
NA |
Drug, Disease, Target |
NA |
BiFusion (Bipartite graph convolution network) |
Graph Convolutional Network (GCN) |
Drug Disease Association (DDA) |
https://github.com/zcwang0702/BiFusion |
Case studies |
Breast carcinoma |
NA |
NA |
NA |
Top 5 drugs |
32657387 |
Bioinformatics |
2020 |