| 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 |
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 |
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 |
Flecainide |
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 |
Levodopa |
NA |
Top 5 diseases |
31869322 |
PLoS Comput Biol |
2019 |
| 2 |
83.8 |
893 |
PREDICT (Fdataset) |
Drug, Disease |
Drug: SMILES, Disease: MeSH |
HNet-DNN |
Deep Neural Network (DNN) |
Drug Disease Association (DDA) |
https://github.com/hliu2016/HNet-DNN |
Case studies |
NA |
NA |
Enalapril |
NA |
Top 15 diseases |
32118415 |
J Chem Inf Model |
2020 |
| 2 |
83.8 |
893 |
PREDICT (Fdataset) |
Drug, Disease |
Drug: SMILES, Disease: MeSH |
HNet-DNN |
Deep Neural Network (DNN) |
Drug Disease Association (DDA) |
https://github.com/hliu2016/HNet-DNN |
Case studies |
Breast neoplasms |
NA |
NA |
NA |
Top 15 drugs |
32118415 |
J Chem Inf Model |
2020 |
| 3 |
80.6 |
895 |
PREDICT (Fdataset) |
Drug, Disease |
Drug: drug chemical structure, Pfam domain annotation of drug targets, gene ontology term of targets; Disease: Phenotye |
DRIMC (Drug repositioning approach by using Bayesian inductive matrix completion) |
Bayesian inductive matrix |
Drug Disease Association (DDA) |
https://github.com/linwang1982/DRIMC |
Case studies |
NA |
NA |
Ziprasidone |
NA |
Top 5 diseases |
31999326 |
Bioinformatics |
2020 |
| 3 |
80.6 |
895 |
PREDICT (Fdataset) |
Drug, Disease |
Drug: drug chemical structure, Pfam domain annotation of drug targets, gene ontology term of targets; Disease: Phenotye |
DRIMC (Drug repositioning approach by using Bayesian inductive matrix completion) |
Bayesian inductive matrix |
Drug Disease Association (DDA) |
https://github.com/linwang1982/DRIMC |
Case studies |
NA |
NA |
Warfarin |
NA |
Top 5 diseases |
31999326 |
Bioinformatics |
2020 |
| 3 |
80.6 |
895 |
PREDICT (Fdataset) |
Drug, Disease |
Drug: drug chemical structure, Pfam domain annotation of drug targets, gene ontology term of targets; Disease: Phenotye |
DRIMC (Drug repositioning approach by using Bayesian inductive matrix completion) |
Bayesian inductive matrix |
Drug Disease Association (DDA) |
https://github.com/linwang1982/DRIMC |
Case studies |
NA |
NA |
Chloroquine |
NA |
Top 5 diseases |
31999326 |
Bioinformatics |
2020 |
| 3 |
80.6 |
895 |
PREDICT (Fdataset) |
Drug, Disease |
Drug: drug chemical structure, Pfam domain annotation of drug targets, gene ontology term of targets; Disease: Phenotye |
DRIMC (Drug repositioning approach by using Bayesian inductive matrix completion) |
Bayesian inductive matrix |
Drug Disease Association (DDA) |
https://github.com/linwang1982/DRIMC |
Case studies |
NA |
NA |
Fluconazole |
NA |
Top 5 diseases |
31999326 |
Bioinformatics |
2020 |
| 3 |
80.6 |
895 |
PREDICT (Fdataset) |
Drug, Disease |
Drug: drug chemical structure, Pfam domain annotation of drug targets, gene ontology term of targets; Disease: Phenotye |
DRIMC (Drug repositioning approach by using Bayesian inductive matrix completion) |
Bayesian inductive matrix |
Drug Disease Association (DDA) |
https://github.com/linwang1982/DRIMC |
Case studies |
NA |
NA |
Citalopram |
NA |
Top 5 diseases |
31999326 |
Bioinformatics |
2020 |
| 3 |
80.6 |
895 |
PREDICT (Fdataset) |
Drug, Disease |
Drug: drug chemical structure, Pfam domain annotation of drug targets, gene ontology term of targets; Disease: Phenotye |
DRIMC (Drug repositioning approach by using Bayesian inductive matrix completion) |
Bayesian inductive matrix |
Drug Disease Association (DDA) |
https://github.com/linwang1982/DRIMC |
Case studies |
NA |
NA |
Imatinib |
NA |
Top 5 diseases |
31999326 |
Bioinformatics |
2020 |
| 4 |
66.4 |
1990 |
PREDICT (Fdataset) |
Drug, Disease |
NA |
NetPro |
Label Propagation |
Drug Disease Association (DDA) |
https://github.com/hyr0771/NetPro |
Case studies |
NA |
NA |
Levodopa, Flecainide, Doxorubicin |
NA |
Top 5 diseases |
37018341 |
IEEE/ACM Trans Comput Biol Bioinform |
2023 |