| 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 |
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 |
| 1 |
80.6 |
895 |
Cdataset |
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 |
| 1 |
80.6 |
895 |
LRSSL |
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 |
| 2 |
76 |
1578 |
NA |
Drug, Target |
Drug: chemical structures, Target: primary sequence |
GANDTI |
Generative Adversarial Network (GAN),Graph convolutional autoencoder |
Drug Target Interaction (DTI) |
NA |
Case studies |
NA |
NA |
Ziprasidone |
NA |
Top 10 targets |
32750854 |
IEEE/ACM Trans Comput Biol Bioinform |
2022 |
| 3 |
71.04 |
361 |
LRSSL |
Drug, Disease |
Drug: chemical fingerprints, target target domain, target gene ontology annotation; Disease: MeSH |
LRSSL (Laplacian regularized sparse subspace learning) |
Laplacian regularized sparse subspace learning |
Drug Disease Association (DDA) |
https://github.com/LiangXujun/LRSSL |
Case studies |
NA |
NA |
Ziprasidone |
NA |
Top 5 diseases |
28096083 |
Bioinformatics |
2017 |