| 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 |
90.6 |
1539 |
Ldataset |
Drug, Disease |
Drug: SMILES, Disease: MeSH |
DRHGCN (Drug Repositioning based on the Heterogeneous information fusion Graph Convolutional Network) |
Graph Convolutional Network (GCN) |
Drug Disease Association (DDA) |
https://github.com/TheWall9/DRHGCN |
Case studies |
Alzheimer's disease (AD) |
NA |
NA |
NA |
Top 10 drugs |
34378011 |
Brief Bioinform |
2021 |
| 1 |
90.6 |
1539 |
Ldataset |
Drug, Disease |
Drug: SMILES, Disease: MeSH |
DRHGCN (Drug Repositioning based on the Heterogeneous information fusion Graph Convolutional Network) |
Graph Convolutional Network (GCN) |
Drug Disease Association (DDA) |
https://github.com/TheWall9/DRHGCN |
Case studies |
Parkinson’s Disease (PD) |
NA |
NA |
NA |
Top 10 drugs |
34378011 |
Brief Bioinform |
2021 |
| 2 |
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 |
| 2 |
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 |
Alzheimer's Disease (AD) |
NA |
NA |
NA |
Top 5 drugs |
38070161 |
Bioinformatics |
2024 |
| 3 |
67 |
1937 |
Ldataset |
Drug, Disease |
Drug: SMILES, Disease: the medical description |
PUON |
Matrix Factorization |
Drug Disease Association (DDA) |
NA |
Case studies |
NA |
Doxorubicin, Gemcitabine, Vincristine, Methotrexate, Risperidone |
NA |
NA |
Top 5 diseases |
36197871 |
IEEE/ACM Trans Comput Biol Bioinform |
2023 |