| 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 |
81.88 |
1407 |
Fdataset |
Drug, Disease |
Drug: SMILES, ATC, side-effect; Disease: the medical subject headings vocabulary, DO. |
MSBMF |
Matrix Factorization |
Drug Disease Association (DDA) |
https://github.com/BioinformaticsCSU/MSBMF |
Case studies |
NA |
NA |
Risperidone |
NA |
Top 10 diseases |
33147616 |
Brief Bioinform |
2021 |
| 2 |
79.8 |
486 |
Fdataset |
Drug, Disease |
Drug: SMILES, Diseases: MeSH terms |
DRRS (Drug Repositioning Recommendation System) |
Singular Value Thresholding (SVT) |
Drug Disease Association (DDA) |
NA |
Case studies |
NA |
NA |
Risperidone |
NA |
Top 5 diseases |
29365057 |
Bioinformatics |
2018 |
| 2 |
79.8 |
486 |
Cdataset |
Drug, Disease |
Drug: SMILES, Diseases: MeSH terms |
DRRS (Drug Repositioning Recommendation System) |
Singular Value Thresholding (SVT) |
Drug Disease Association (DDA) |
NA |
Case studies |
NA |
NA |
Risperidone |
NA |
Top 5 diseases |
29365057 |
Bioinformatics |
2018 |
| 2 |
79.8 |
486 |
DNdataset |
Drug, Disease |
Drug: SMILES, Diseases: MeSH terms |
DRRS (Drug Repositioning Recommendation System) |
Singular Value Thresholding (SVT) |
Drug Disease Association (DDA) |
NA |
Case studies |
NA |
NA |
Risperidone |
NA |
Top 5 diseases |
29365057 |
Bioinformatics |
2018 |
| 3 |
77.875 |
509 |
Fdataset |
Drug, Disease |
Drug: substructures, Disease: MeSH |
NTSIM (Network Topological Similarity-based Inference Method) |
Label Propagation |
Drug Disease Association (DDA) |
NA |
Case studies |
NA |
NA |
Risperidone |
NA |
Top 10 diseases |
29879508 |
Methods |
2018 |
| 3 |
77.875 |
509 |
TL-HGBI |
Drug, Target |
Drug: substructures, Disease: MeSH |
NTSIM (Network Topological Similarity-based Inference Method) |
Label Propagation |
Drug Disease Association (DDA) |
NA |
Case studies |
NA |
NA |
Risperidone |
NA |
Top 10 diseases |
29879508 |
Methods |
2018 |
| 3 |
77.875 |
509 |
LRSSL |
Drug, Disease |
Drug: substructures, Disease: MeSH |
NTSIM (Network Topological Similarity-based Inference Method) |
Label Propagation |
Drug Disease Association (DDA) |
NA |
Case studies |
NA |
NA |
Risperidone |
NA |
Top 10 diseases |
29879508 |
Methods |
2018 |
| 3 |
77.875 |
509 |
NA |
Drug, Disease |
Drug: substructures, Disease: MeSH |
NTSIM (Network Topological Similarity-based Inference Method) |
Label Propagation |
Drug Disease Association (DDA) |
NA |
Case studies |
NA |
NA |
Risperidone |
NA |
Top 10 diseases |
29879508 |
Methods |
2018 |
| 4 |
72.1 |
1244 |
NA |
Drug, Disease |
Drug: chemical structural, |
CMLDR |
Collaborative metric learning algorithm |
Drug Disease Association (DDA) |
NA |
Case studies |
NA |
NA |
Risperidone |
NA |
Top 20 diseases |
31283509 |
IEEE/ACM Trans Comput Biol Bioinform |
2021 |