| 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 |
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 |
Dexamethasone |
NA |
Top 20 diseases |
34610633 |
Mol Omics |
2021 |
| 1 |
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 |
Dexamethasone |
NA |
Top 20 diseases |
34610633 |
Mol Omics |
2021 |
| 2 |
82.7 |
1848 |
Bdataset |
Drug, Disease, Target |
Drug: SMILES, Disease: MeSH |
REDDA (Relations-Enhanced Drug-Disease Association prediction) |
Heterogeneous Graph Convolutional Network (HGCN) |
Drug Disease Association (DDA) |
https://github.com/gu-yaowen/REDDA |
Case studies |
NA |
NA |
Dexamethasone |
NA |
Top 10 diseases |
36182762 |
Comput Biol Med |
2022 |
| 2 |
82.7 |
1848 |
NA |
Drug, Disease, Target, Gene, Pathway |
Drug: SMILES, Disease: MeSH |
REDDA (Relations-Enhanced Drug-Disease Association prediction) |
Heterogeneous Graph Convolutional Network (HGCN) |
Drug Disease Association (DDA) |
https://github.com/gu-yaowen/REDDA |
Case studies |
NA |
NA |
Dexamethasone |
NA |
Top 10 diseases |
36182762 |
Comput Biol Med |
2022 |
| 3 |
77.35 |
1367 |
Cdataset |
Drug, Disease |
Drug: SMILES, Disease: Phenotype |
DDIPred |
Deep gated recurrent units model |
Drug Disease Association (DDA) |
https://github.com/haichengyi/DDIPre |
Case studies |
NA |
NA |
Dexamethasone |
NA |
Top 15 diseases |
34074242 |
BMC Bioinformatics |
2021 |
| 3 |
77.35 |
1367 |
Fdataset |
Drug, Disease |
Drug: SMILES, Disease: Phenotype |
DDIPred |
Deep gated recurrent units model |
Drug Disease Association (DDA) |
https://github.com/haichengyi/DDIPre |
Case studies |
NA |
NA |
Dexamethasone |
NA |
Top 15 diseases |
34074242 |
BMC Bioinformatics |
2021 |
| 4 |
76.54 |
1197 |
SND |
Drug, Disease |
NA |
SNF-NN (Similarity network fusion and neural networks) |
Similarity Network Fusion (SNF),Neural Network |
Drug Disease Association (DDA) |
http://pages.cpsc.ucalgary.ca/ tnjarada/snf-nn.php |
Case studies |
NA |
NA |
Dexamethasone |
NA |
Top 7 diseases |
33482713 |
BMC Bioinformatics |
2021 |
| 4 |
76.54 |
1197 |
Fdataset |
Drug, Disease |
Drug: SMILES; Disease: Phenotye |
SNF-NN (Similarity network fusion and neural networks) |
Similarity Network Fusion (SNF),Neural Network |
Drug Disease Association (DDA) |
http://pages.cpsc.ucalgary.ca/ tnjarada/snf-nn.php |
Case studies |
NA |
NA |
Dexamethasone |
NA |
Top 7 diseases |
33482713 |
BMC Bioinformatics |
2021 |
| 4 |
76.54 |
1197 |
LRSSL |
Drug, Disease |
Drug: drug chemical structure, Pfam domain annotation of drug targets, gene ontology term of targets; Disease: Phenotye |
SNF-NN (Similarity network fusion and neural networks) |
Similarity Network Fusion (SNF),Neural Network |
Drug Disease Association (DDA) |
http://pages.cpsc.ucalgary.ca/ tnjarada/snf-nn.php |
Case studies |
NA |
NA |
Dexamethasone |
NA |
Top 7 diseases |
33482713 |
BMC Bioinformatics |
2021 |