| 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 |
85.4 |
815 |
NA |
Drug, Disease, Target |
Drug: SMILES, Disease: MeSH |
OMC |
Overlap Matrix Completion |
Drug Disease Association (DDA) |
https://github.com/BioinformaticsCSU/OMC |
Case studies |
NA |
NA |
Doxorubicin |
NA |
Top 5 diseases |
31869322 |
PLoS Comput Biol |
2019 |
| 1 |
85.4 |
815 |
PREDICT (Fdataset) |
Drug, Disease, Target |
Drug: SMILES, Disease: MeSH |
OMC |
Overlap Matrix Completion |
Drug Disease Association (DDA) |
https://github.com/BioinformaticsCSU/OMC |
Case studies |
NA |
NA |
Doxorubicin |
NA |
Top 5 diseases |
31869322 |
PLoS Comput Biol |
2019 |
| 1 |
85.4 |
815 |
Cdataset |
Drug, Disease, Target |
Drug: SMILES, Disease: MeSH |
OMC |
Overlap Matrix Completion |
Drug Disease Association (DDA) |
https://github.com/BioinformaticsCSU/OMC |
Case studies |
NA |
NA |
Doxorubicin |
NA |
Top 5 diseases |
31869322 |
PLoS Comput Biol |
2019 |
| 2 |
85 |
1566 |
Fdataset |
Drug, Disease |
Drug: SMILES, Disease: MeSH |
BGMSDDA |
K nearest known neighbors (WKNKN) |
Drug Disease Association (DDA) |
https://github.com/kk-2010000/BGMSDDA |
Case studies |
NA |
NA |
Doxorubicin |
NA |
Top 20 diseases |
34610633 |
Mol Omics |
2021 |
| 2 |
85 |
1566 |
Cdataset |
Drug, Disease |
Drug: SMILES, Disease: MeSH |
BGMSDDA |
K nearest known neighbors (WKNKN) |
Drug Disease Association (DDA) |
https://github.com/kk-2010000/BGMSDDA |
Case studies |
NA |
NA |
Doxorubicin |
NA |
Top 20 diseases |
34610633 |
Mol Omics |
2021 |
| 3 |
84.04 |
289 |
Fdataset |
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 |
| 3 |
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 |
| 3 |
84.04 |
289 |
Cdataset |
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 |
| 4 |
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 |
Doxorubicin |
NA |
Top 10 diseases |
33147616 |
Brief Bioinform |
2021 |
| 5 |
81.4 |
1718 |
Fdataset |
Drug, Disease |
Drug: SMILES, Disease: MeSH |
MLMC |
Matrix Completion |
Drug Disease Association (DDA) |
https://github.com/BioinformaticsCSU/MLMC |
Case studies |
NA |
NA |
Doxorubicin |
NA |
Top 5 diseases |
35289352 |
Brief Bioinform |
2022 |
| 6 |
76.8 |
720 |
Cdataset |
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 |
| 6 |
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 |
| 6 |
76.8 |
720 |
Fdataset |
Drug, Disease |
Drug: SMILES, Diseases: MeSH terms |
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 |