| 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 |
84.04 |
289 |
DNdataset |
Drug, Disease |
Drug: SMILES, Diseases: MeSH terms |
MBiRW |
Random Walk |
Drug Disease Association (DDA) |
http://github.com//bioinfomaticsCSU/MBiRW |
Case studies |
NA |
NA |
Cabergoline |
NA |
Top 5 diseases |
27153662 |
Bioinformatics |
2016 |
| 1 |
84.04 |
289 |
DNdataset |
Drug, Disease |
Drug: SMILES, Diseases: MeSH terms |
MBiRW |
Random Walk |
Drug Disease Association (DDA) |
http://github.com//bioinfomaticsCSU/MBiRW |
Case studies |
NA |
NA |
Levodopa |
NA |
Top 5 diseases |
27153662 |
Bioinformatics |
2016 |
| 1 |
84.04 |
289 |
DNdataset |
Drug, Disease |
Drug: SMILES, Diseases: MeSH terms |
MBiRW |
Random Walk |
Drug Disease Association (DDA) |
http://github.com//bioinfomaticsCSU/MBiRW |
Case studies |
NA |
NA |
Flecainide |
NA |
Top 5 diseases |
27153662 |
Bioinformatics |
2016 |
| 1 |
84.04 |
289 |
DNdataset |
Drug, Disease |
Drug: SMILES, Diseases: MeSH terms |
MBiRW |
Random Walk |
Drug Disease Association (DDA) |
http://github.com//bioinfomaticsCSU/MBiRW |
Case studies |
NA |
NA |
Doxorubicin |
NA |
Top 5 diseases |
27153662 |
Bioinformatics |
2016 |
| 1 |
84.04 |
289 |
DNdataset |
Drug, Disease |
Drug: SMILES, Diseases: MeSH terms |
MBiRW |
Random Walk |
Drug Disease Association (DDA) |
http://github.com//bioinfomaticsCSU/MBiRW |
Case studies |
NA |
NA |
Amantadine |
NA |
Top 5 diseases |
27153662 |
Bioinformatics |
2016 |
| 2 |
81.9 |
1643 |
DNdataset |
Drug, Disease |
Drug: Hashed fingerprints, Disease: MeSH |
springD²A |
Encoder,Neural networks |
Drug Disease Association (DDA) |
https://github.com/wangyuanhao/springD2A |
Case studies |
NA |
NA |
Indomethacin |
NA |
Top 10 diseases |
34864881 |
Bioinformatics |
2022 |
| 2 |
81.9 |
1643 |
DNdataset |
Drug, Disease |
Drug: Hashed fingerprints, Disease: MeSH |
springD²A |
Encoder,Neural networks |
Drug Disease Association (DDA) |
https://github.com/wangyuanhao/springD2A |
Case studies |
NA |
NA |
Fenoldopam |
NA |
Top 10 diseases |
34864881 |
Bioinformatics |
2022 |
| 2 |
81.9 |
1643 |
DNdataset |
Drug, Disease |
Drug: Hashed fingerprints, Disease: MeSH |
springD²A |
Encoder,Neural networks |
Drug Disease Association (DDA) |
https://github.com/wangyuanhao/springD2A |
Case studies |
NA |
NA |
Diltiazem |
NA |
Top 10 diseases |
34864881 |
Bioinformatics |
2022 |
| 3 |
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 |
Paclitaxel |
NA |
Top 5 diseases |
29365057 |
Bioinformatics |
2018 |
| 3 |
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 |
Zoledronic acid |
NA |
Top 5 diseases |
29365057 |
Bioinformatics |
2018 |
| 3 |
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 |
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 |
Prednisolone |
NA |
Top 5 diseases |
29365057 |
Bioinformatics |
2018 |
| 4 |
76.8 |
720 |
DNdataset |
Drug, Disease |
NA |
BNNR (Bounded Nuclear Norm Regularization) |
Matrix Completion |
Drug Disease Association (DDA) |
https://github.com/BioinformaticsCSU/BNNR |
Case studies |
NA |
NA |
Amantadine |
NA |
Top 5 diseases |
31510658 |
Bioinformatics |
2019 |
| 4 |
76.8 |
720 |
DNdataset |
Drug, Disease |
NA |
BNNR (Bounded Nuclear Norm Regularization) |
Matrix Completion |
Drug Disease Association (DDA) |
https://github.com/BioinformaticsCSU/BNNR |
Case studies |
NA |
NA |
Flecainide |
NA |
Top 5 diseases |
31510658 |
Bioinformatics |
2019 |
| 4 |
76.8 |
720 |
DNdataset |
Drug, Disease |
NA |
BNNR (Bounded Nuclear Norm Regularization) |
Matrix Completion |
Drug Disease Association (DDA) |
https://github.com/BioinformaticsCSU/BNNR |
Case studies |
NA |
NA |
Levodopa |
NA |
Top 5 diseases |
31510658 |
Bioinformatics |
2019 |
| 4 |
76.8 |
720 |
DNdataset |
Drug, Disease |
NA |
BNNR (Bounded Nuclear Norm Regularization) |
Matrix Completion |
Drug Disease Association (DDA) |
https://github.com/BioinformaticsCSU/BNNR |
Case studies |
NA |
NA |
Doxorubicin |
NA |
Top 5 diseases |
31510658 |
Bioinformatics |
2019 |
| 5 |
75 |
2066 |
DNdataset |
Drug, Disease |
Drug: SMILES, Disease: the medical description information |
SSLDR |
Matrix Factorization |
Drug Disease Association (DDA) |
NA |
Case studies |
NA |
NA |
Doxorubicin, Gemcitabine, Vincristine |
NA |
Top 5 diseases |
37028367 |
IEEE/ACM Trans Comput Biol Bioinform |
2023 |
| 6 |
67 |
1937 |
DNdataset |
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 |
| 7 |
65.6 |
573 |
DNdataset |
Drug, Disease |
NA |
RLSDR (Regularized Least Square for Drug Repositioning) |
Regularized Least Square |
Drug Disease Association (DDA) |
NA |
Case studies |
NA |
NA |
NA |
Drug disease interaction |
Top 19 predictions |
29700660 |
Acta Biotheor |
2018 |
| 8 |
46.75 |
2132 |
DNdataset |
Drug, Disease |
NA |
IDDI-DNN |
Convolutional Neural Network (CNN) |
Drug Disease Association (DDA) |
NA |
NA |
NA |
NA |
NA |
NA |
NA |
37993777 |
BMC Bioinformatics |
2023 |
| 9 |
44 |
1886 |
DNdataset |
Drug, Disease |
NA |
NMFDR (Neural Metric Factorization model for computational Drug Repositioning) |
Matrix Factorization |
Drug Disease Association (DDA) |
NA |
NA |
NA |
NA |
NA |
NA |
NA |
35061591 |
IEEE/ACM Trans Comput Biol Bioinform |
2023 |