| 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 |
82.1 |
1842 |
Gdataset |
Drug, Disease |
Drug: SMILES, Disease: MeSH |
PSGCN (Partner-specific drug repositioning approach based on graph convolutional network) |
Graph Convolutional Network (GCN),Multi Layer Perceptron (MLP) |
Drug Disease Association (DDA) |
https://github.com/xinliangSun/PSGCN |
Case studies |
Small Cell Lung Cancer (SCLC) |
NA |
NA |
NA |
Top 10 drugs |
35921345 |
IEEE J Biomed Health Inform |
2022 |
| 1 |
82.1 |
1842 |
Cdataset |
Drug, Disease |
Drug: SMILES, Disease: MeSH |
PSGCN (Partner-specific drug repositioning approach based on graph convolutional network) |
Graph Convolutional Network (GCN),Multi Layer Perceptron (MLP) |
Drug Disease Association (DDA) |
https://github.com/xinliangSun/PSGCN |
Case studies |
Small Cell Lung Cancer (SCLC) |
NA |
NA |
NA |
Top 10 drugs |
35921345 |
IEEE J Biomed Health Inform |
2022 |
| 1 |
82.1 |
1842 |
LRSSL |
Drug, Disease |
Drug: SMILES, Disease: MeSH |
PSGCN (Partner-specific drug repositioning approach based on graph convolutional network) |
Graph Convolutional Network (GCN),Multi Layer Perceptron (MLP) |
Drug Disease Association (DDA) |
https://github.com/xinliangSun/PSGCN |
Case studies |
Small Cell Lung Cancer (SCLC) |
NA |
NA |
NA |
Top 10 drugs |
35921345 |
IEEE J Biomed Health Inform |
2022 |
| 2 |
80.4 |
1670 |
LRSSL |
Drug, Disease |
Drug: SMILES, Disease: MeSH |
DRWBNCF |
Graph Convolutional Network (GCN),Multi Layer Perceptron (MLP) |
Drug Disease Association (DDA) |
https://github.com/luckymengmeng/DRWBNCF |
Case studies |
Small Cell Lung Cancer (SCLC) |
NA |
NA |
NA |
Top 10 drugs |
35039838 |
Brief Bioinform |
2022 |
| 2 |
80.4 |
1670 |
Fdataset |
Drug, Disease |
Drug: SMILES, Disease: MeSH |
DRWBNCF |
Graph Convolutional Network (GCN),Multi Layer Perceptron (MLP) |
Drug Disease Association (DDA) |
https://github.com/luckymengmeng/DRWBNCF |
Case studies |
Small Cell Lung Cancer (SCLC) |
NA |
NA |
NA |
Top 10 drugs |
35039838 |
Brief Bioinform |
2022 |
| 2 |
80.4 |
1670 |
Cdataset |
Drug, Disease |
Drug: SMILES, Disease: MeSH |
DRWBNCF |
Graph Convolutional Network (GCN),Multi Layer Perceptron (MLP) |
Drug Disease Association (DDA) |
https://github.com/luckymengmeng/DRWBNCF |
Case studies |
Small Cell Lung Cancer (SCLC) |
NA |
NA |
NA |
Top 10 drugs |
35039838 |
Brief Bioinform |
2022 |
| 3 |
71.75 |
424 |
NA |
Drug, Disease, Gene |
Drug: SMILES, Disease: MeSH |
SSGC (Semi-Supervised Graph Cut) |
Semi-supervised graph cut |
Drug Disease Association (DDA) |
NA |
Case studies |
Small Cell Lung Cancer (SCLC) |
NA |
NA |
NA |
Top 20 drugs |
29297383 |
BMC Med Genomics |
2017 |
| 4 |
69.38 |
122 |
NA |
Drug, Disease, Target |
Drug: SMILES, Target: target sequence, Disease: MeSH terms |
TL_HGBI (Triple Layer Heterogeneous Graph Based Inference) |
Heterogeneous Graph Based Inference (HGBI) |
Drug Disease Association (DDA) |
NA |
Case studies |
Small Cell Lung Cancer (SCLC) |
NA |
NA |
NA |
Top 10 drugs |
24974205 |
Bioinformatics |
2014 |