The search result for the key word "Fdataset"

A total of 89 results found based on your keywords
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 90.6 1539 Fdataset Drug, Disease Drug: SMILES, Disease: MeSH DRHGCN (Drug Repositioning based on the Heterogeneous information fusion Graph Convolutional Network) Graph Convolutional Network (GCN) Drug Disease Association (DDA) https://github.com/TheWall9/DRHGCN Case studies Parkinson’s Disease (PD) NA NA NA Top 10 drugs 34378011 Brief Bioinform 2021
1 90.6 1539 Fdataset Drug, Disease Drug: SMILES, Disease: MeSH DRHGCN (Drug Repositioning based on the Heterogeneous information fusion Graph Convolutional Network) Graph Convolutional Network (GCN) Drug Disease Association (DDA) https://github.com/TheWall9/DRHGCN Case studies Alzheimer's disease (AD) NA NA NA Top 10 drugs 34378011 Brief Bioinform 2021
2 86.5 1868 Fdataset Drug, Disease Drug: SMILES, Disease: MeSH GLGMPNN Message Passing Neural Network (MPNN), Gated Fusion Mechanism Drug Disease Association (DDA) https://github.com/bdtree/GLGMPNN Case studies Alzheimer's Disease (AD) NA NA NA Top 10 drugs 36305457 Brief Bioinform 2022
3 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 Gabapentin NA Top 20 diseases 34610633 Mol Omics 2021
3 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
3 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 Frovatriptan NA Top 20 diseases 34610633 Mol Omics 2021
3 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
3 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 Amantadine NA Top 20 diseases 34610633 Mol Omics 2021
3 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 Flecainide NA Top 20 diseases 34610633 Mol Omics 2021
4 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
4 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 Amantadine NA Top 5 diseases 27153662 Bioinformatics 2016
4 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 Cabergoline NA Top 5 diseases 27153662 Bioinformatics 2016
4 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 Levodopa NA Top 5 diseases 27153662 Bioinformatics 2016
4 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 Flecainide NA Top 5 diseases 27153662 Bioinformatics 2016
5 81.9 1643 Fdataset Drug, Disease Drug: Hashed fingerprints, Disease: MeSH springD²A Encoder,Neural networks Drug Disease Association (DDA) https://github.com/wangyuanhao/springD2A Case studies NA NA Fenoldopam NA Top 10 diseases 34864881 Bioinformatics 2022
5 81.9 1643 Fdataset Drug, Disease Drug: Hashed fingerprints, Disease: MeSH springD²A Encoder,Neural networks Drug Disease Association (DDA) https://github.com/wangyuanhao/springD2A Case studies NA NA Diltiazem NA Top 10 diseases 34864881 Bioinformatics 2022
5 81.9 1643 Fdataset Drug, Disease Drug: Hashed fingerprints, Disease: MeSH springD²A Encoder,Neural networks Drug Disease Association (DDA) https://github.com/wangyuanhao/springD2A Case studies NA NA Indomethacin NA Top 10 diseases 34864881 Bioinformatics 2022
6 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 Risperidone NA Top 10 diseases 33147616 Brief Bioinform 2021
6 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
6 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 Gemcitabine NA Top 10 diseases 33147616 Brief Bioinform 2021
6 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 Vincristine NA Top 10 diseases 33147616 Brief Bioinform 2021
6 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 Methotrexate NA Top 10 diseases 33147616 Brief Bioinform 2021
7 81.8 795 Fdataset Drug, Disease Drug: SMILES, Diseases: MeSH terms SKCNN Sigmoid Kernel and Convolutional Neural Network (SKCNN),Support Vector Machine (SVM) Drug Disease Association (DDA) https://github.com/HanJingJiang/SKCNN Case studies Obesity NA NA NA Top 20 drugs 31747915 J Transl Med 2019
7 81.8 795 Fdataset Drug, Disease Drug: SMILES, Diseases: MeSH terms SKCNN Sigmoid Kernel and Convolutional Neural Network (SKCNN),Support Vector Machine (SVM) Drug Disease Association (DDA) https://github.com/HanJingJiang/SKCNN Case studies Asthma NA NA NA Top 20 drugs 31747915 J Transl Med 2019
8 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 Methotrexate NA Top 5 diseases 35289352 Brief Bioinform 2022
8 81.4 1860 Fdataset Drug, Disease Drug: SMILES, Disease: MeSH EMPHCN (Enhanced Message Passing and Hypergraph Convolutional Networks) Graph Convolutional Network (GCN) Drug Disease Association (DDA) https://github.com/hwh7301/EMPHCN Case studies Parkinson’s Disease (PD) NA NA NA Top 10 drugs 36359016 Biomolecules 2022
8 81.4 1860 Fdataset Drug, Disease Drug: SMILES, Disease: MeSH EMPHCN (Enhanced Message Passing and Hypergraph Convolutional Networks) Graph Convolutional Network (GCN) Drug Disease Association (DDA) https://github.com/hwh7301/EMPHCN Case studies NA NA Felodipine NA Top 5 diseases 36359016 Biomolecules 2022
8 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 Leucovorin NA Top 5 diseases 35289352 Brief Bioinform 2022
8 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
8 81.4 1860 Fdataset Drug, Disease Drug: SMILES, Disease: MeSH EMPHCN (Enhanced Message Passing and Hypergraph Convolutional Networks) Graph Convolutional Network (GCN) Drug Disease Association (DDA) https://github.com/hwh7301/EMPHCN Case studies Breast carcinoma NA NA NA Top 10 drugs 36359016 Biomolecules 2022
8 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 Gemcitabine NA Top 5 diseases 35289352 Brief Bioinform 2022
9 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 Breast cancer NA NA NA Top 10 drugs 35039838 Brief Bioinform 2022
9 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
10 79.8 486 Fdataset Drug, Disease Drug: SMILES, Diseases: MeSH terms DRRS (Drug Repositioning Recommendation System) Singular Value Thresholding (SVT) Drug Disease Association (DDA) NA Case studies NA NA Zoledronic acid NA Top 5 diseases 29365057 Bioinformatics 2018
10 79.8 486 Fdataset Drug, Disease Drug: SMILES, Diseases: MeSH terms DRRS (Drug Repositioning Recommendation System) Singular Value Thresholding (SVT) Drug Disease Association (DDA) NA Case studies NA NA Risperidone NA Top 5 diseases 29365057 Bioinformatics 2018
10 79.8 486 Fdataset Drug, Disease Drug: SMILES, Diseases: MeSH terms DRRS (Drug Repositioning Recommendation System) Singular Value Thresholding (SVT) Drug Disease Association (DDA) NA Case studies NA NA Prednisolone NA Top 5 diseases 29365057 Bioinformatics 2018
10 79.8 486 Fdataset Drug, Disease Drug: SMILES, Diseases: MeSH terms DRRS (Drug Repositioning Recommendation System) Singular Value Thresholding (SVT) Drug Disease Association (DDA) NA Case studies NA NA Paclitaxel NA Top 5 diseases 29365057 Bioinformatics 2018
11 79.71428571 687 Fdataset Drug, Disease Drug: SMILES, Diseases: MeSH terms NA Random Forest (RF) Drug Disease Association (DDA) NA Case studies NA NA Irinotecan NA Top 1 drug 31138103 BMC Bioinformatics 2019
11 79.71428571 687 Fdataset Drug, Disease Drug: SMILES, Diseases: MeSH terms NA Random Forest (RF) Drug Disease Association (DDA) NA Case studies NA NA Cortisol NA Top 2 drugs 31138103 BMC Bioinformatics 2019
11 79.71428571 687 Fdataset Drug, Disease Drug: SMILES, Diseases: MeSH terms NA Random Forest (RF) Drug Disease Association (DDA) NA Case studies NA NA Salicylic acid NA Top 1 drug 31138103 BMC Bioinformatics 2019
11 79.71428571 687 Fdataset Drug, Disease Drug: SMILES, Diseases: MeSH terms NA Random Forest (RF) Drug Disease Association (DDA) NA Case studies NA NA Ephedrine NA Top 2 drugs 31138103 BMC Bioinformatics 2019
11 79.71428571 687 Fdataset Drug, Disease Drug: SMILES, Diseases: MeSH terms NA Random Forest (RF) Drug Disease Association (DDA) NA Case studies NA NA Podophyllotoxin NA Top 1 drug 31138103 BMC Bioinformatics 2019
11 79.71428571 687 Fdataset Drug, Disease Drug: SMILES, Diseases: MeSH terms NA Random Forest (RF) Drug Disease Association (DDA) NA Case studies NA NA Testosterone NA Top 3 drugs 31138103 BMC Bioinformatics 2019
11 79.71428571 687 Fdataset Drug, Disease Drug: SMILES, Diseases: MeSH terms NA Random Forest (RF) Drug Disease Association (DDA) NA Case studies NA NA (-)-Prostaglandin E1 NA Top 1 drug 31138103 BMC Bioinformatics 2019
12 79.3 2179 Fdataset Drug, Disease, Target Drug: SMILES, Target: Sequence, Disease: MesH SiSGC (Simplifying Graph Convolution) CatBoost Drug Disease Association (DDA) https://github.com/MrPhil/SiSGC Case studies Breast neoplasms NA NA NA Top 20 drugs 38103039 J Chem Inf Model 2024
13 78.3 1615 Fdataset Drug, Disease Drug: SMILES, Disease: MeSH HINGRL Random Forest (RF) Drug Disease Association (DDA) https://github.com/stevejobws/HINGRL Case studies Breast neoplasms NA NA NA Top 10 drugs 34891172 Brief Bioinform 2022
13 78.3 1615 Fdataset Drug, Disease Drug: SMILES, Disease: MeSH HINGRL Random Forest (RF) Drug Disease Association (DDA) https://github.com/stevejobws/HINGRL Case studies NA Clozapine NA NA Top 10 diseases 34891172 Brief Bioinform 2022
14 78.1 2203 Fdataset Drug, Disease Chemical, Pharmacological, Therapeutic, Phenotypic, Genetic, Environment properties WMAGT Graph Convolutional Network,Graph Transformer,Neural Collaborative Filtering,Multilayer Perceptron Drug Disease Association (DDA) https://github.com/ShiHHe/WMAGT Case studies Parkinson’s Disease (PD) NA NA NA Top 10 drugs 38378479 BMC Bioinformatics 2024
15 78 1644 Fdataset Drug, Disease Drug: Chemical structure, Disease: MeSH NMF-DR (Non-negative Matrix Factorization Drug Repurposing) Non-negative Matrix Factorization (NMF) Drug Disease Association (DDA) https://github.com/sshaghayeghs/NMF-DR Case studies Breast cancer NA NA NA Top 5 drugs 34875000 Bioinformatics 2022
16 77.875 509 Fdataset Drug, Disease Drug: substructures, Disease: MeSH NTSIM (Network Topological Similarity-based Inference Method) Label Propagation Drug Disease Association (DDA) NA Case studies NA NA Risperidone NA Top 10 diseases 29879508 Methods 2018
17 77.7 2133 Fdataset Drug, Disease NA DRAGNN Multi Layer Perception (MLP) Drug Disease Association (DDA) https://github.com/1yiw/DRAGNN Case studies Parkinson’s Disease (PD) NA NA NA Top 10 drugs 38019732 Brief Bioinform 2023
17 77.7 2133 Fdataset Drug, Disease NA DRAGNN Multi Layer Perception (MLP) Drug Disease Association (DDA) https://github.com/1yiw/DRAGNN Case studies Breast cancer NA NA NA Top 10 drugs 38019732 Brief Bioinform 2023
18 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 Zoledronic acid NA Top 10 diseases 34074242 BMC Bioinformatics 2021
18 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
19 77.25 739 Fdataset Drug, Disease Drug: Fingerprint, Diseases: MeSH terms GIPAE (Gaussian interaction profile kernel and autoencoder) Deep Autoencoder,Support Vector Machine (SVM) Drug Disease Association (DDA) https://github.com/HanJingJiang/GIPAE Case studies Alzheimer's Disease (AD) NA NA NA Top 20 drug 31534955 Biomed Res Int 2019
19 77.25 739 Fdataset Drug, Disease Drug: Fingerprint, Diseases: MeSH terms GIPAE (Gaussian interaction profile kernel and autoencoder) Deep Autoencoder,Support Vector Machine (SVM) Drug Disease Association (DDA) https://github.com/HanJingJiang/GIPAE Case studies Obesity NA NA NA Top 20 drug 31534955 Biomed Res Int 2019
20 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 Amantadine NA Top 5 diseases 31510658 Bioinformatics 2019
20 76.8 1532 Fdataset Drug, Disease Drug: Chemical structure, Disease: MeSH LMFDA Inductive matrix Drug Disease Association (DDA) https://github.com/hupengwei/LMFDA_Dataset Case studies Type 2 Diabetes Mellitus (T2DM) NA NA NA Top 10 drugs 34736437 BMC Med Inform Decis Mak 2021
20 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 Flecainide NA Top 5 diseases 31510658 Bioinformatics 2019
20 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 Levodopa NA Top 5 diseases 31510658 Bioinformatics 2019
20 76.8 1532 Fdataset Drug, Disease Drug: Chemical structure, Disease: MeSH LMFDA Inductive matrix Drug Disease Association (DDA) https://github.com/hupengwei/LMFDA_Dataset Case studies Ischemic stroke NA NA NA Top 10 drugs 34736437 BMC Med Inform Decis Mak 2021
20 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
21 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 Sparfloxacin NA Top 7 diseases 33482713 BMC Bioinformatics 2021
21 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
21 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 Triamcinolone NA Top 6 diseases 33482713 BMC Bioinformatics 2021
21 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 Levofloxacin NA Top 7 diseases 33482713 BMC Bioinformatics 2021
21 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 Loteprednol NA Top 7 diseases 33482713 BMC Bioinformatics 2021
22 76.425 2070 Fdataset Drug, Disease Drug: RDKit fingerprints, Disease: MeSH TNA-DR (Tail-Node Augmentation for Drug Repositioning) Graph Neural Network (GNN) Drug Disease Association (DDA) NA Case studies Lung neoplasms NA NA NA Top 10 drugs 37418410 IEEE/ACM Trans Comput Biol Bioinform 2023
23 76 320 Fdataset Drug, Disease Drug: SMILES, Diseases: MeSH terms TP-NRWRH Random Walk with Restart (RWR) Drug Disease Association (DDA) https://github.com/td1799/TP-NRWRH Case studies Alzheimer's Disease (AD) NA NA NA Top 10 drugs 28155639 BMC Bioinformatics 2016
24 75 2066 Fdataset Drug, Disease Drug: SMILES, Disease: the medical description information SSLDR Matrix Factorization Drug Disease Association (DDA) NA Case studies NA NA Doxorubicin, Gemcitabine, Vincristine NA Top 5 diseases 37028367 IEEE/ACM Trans Comput Biol Bioinform 2023
25 73.7 1032 Fdataset Drug, Disease Drug: SMILES, Disease: Phenotye NEDD Random Forest (RF),Random Walk (RW) Drug Disease Association (DDA) NA Case studies NA NA NA Drug disease interaction Top 15 predictions 32938396 BMC Bioinformatics 2020
26 71.7 771 Fdataset Drug, Disease Drug: SMILES, Proten: the amino acid sequence, Diseases: MeSH terms RWHNDR (Random Walk on a Heterogeneous Network for Drug Repositioning) Random Walk Drug Disease Association (DDA) NA Case studies Lung cancer NA NA NA Top 5 drugs 29994051 IEEE/ACM Trans Comput Biol Bioinform 2019
26 71.7 771 Fdataset Drug, Disease Drug: SMILES, Proten: the amino acid sequence, Diseases: MeSH terms RWHNDR (Random Walk on a Heterogeneous Network for Drug Repositioning) Random Walk Drug Disease Association (DDA) NA Case studies Huntington Disease (HD) NA NA NA Top 5 drugs 29994051 IEEE/ACM Trans Comput Biol Bioinform 2019
26 71.7 771 Fdataset Drug, Disease Drug: SMILES, Proten: the amino acid sequence, Diseases: MeSH terms RWHNDR (Random Walk on a Heterogeneous Network for Drug Repositioning) Random Walk Drug Disease Association (DDA) NA Case studies Parkinson’s Disease (PD) NA NA NA Top 5 drugs 29994051 IEEE/ACM Trans Comput Biol Bioinform 2019
26 71.7 771 Fdataset Drug, Disease Drug: SMILES, Proten: the amino acid sequence, Diseases: MeSH terms RWHNDR (Random Walk on a Heterogeneous Network for Drug Repositioning) Random Walk Drug Disease Association (DDA) NA Case studies Breast cancer NA NA NA Top 5 drugs 29994051 IEEE/ACM Trans Comput Biol Bioinform 2019
27 70.4 1866 Fdataset Drug, Disease, Target Drug: SMILES, Disease: MeSH, Target: sequence DDAGDL Geometric Deep Learning (GDL),XGBoost Drug Disease Association (DDA) https://github.com/stevejobws/DDAGDL Case studies Alzheimer's Disease (AD) NA NA NA Top 10 drugs 36125202 Brief Bioinform 2022
27 70.4 1866 Fdataset Drug, Disease, Target Drug: SMILES, Disease: MeSH, Target: sequence DDAGDL Geometric Deep Learning (GDL),XGBoost Drug Disease Association (DDA) https://github.com/stevejobws/DDAGDL Case studies Breast cancer NA NA NA Top 10 drugs 36125202 Brief Bioinform 2022
28 70 14 Fdataset Drug, Disease Drug: SMILES, Gene sequence , GO, side-effect, PPI network; Diseases: MeSH, Genetic PREDICT (PREdicting Drug IndiCaTions) Logistic Regression Drug Disease Association (DDA) NA Case studies Migrane NA NA NA 1 drug 21654673 Mol Syst Biol 2011
28 70 14 Fdataset Drug, Disease Drug: SMILES, Gene sequence , GO, side-effect, PPI network; Diseases: MeSH, Genetic PREDICT (PREdicting Drug IndiCaTions) Logistic Regression Drug Disease Association (DDA) NA Case studies Non-papillary renal cell cancer NA NA NA 1 drug 21654673 Mol Syst Biol 2011
29 65.6 573 Fdataset Drug, Disease Drug: chemical substructures, Disease: MeSH RLSDR (Regularized Least Square for Drug Repositioning) Regularized Least Square Drug Disease Association (DDA) NA Case studies NA NA NA Drug disease interaction Top 19 predictions 29700660 Acta Biotheor 2018
29 65.6 573 Fdataset Drug, Disease Drug: chemical substructures, Disease: MeSH RLSDR (Regularized Least Square for Drug Repositioning) Regularized Least Square Drug Disease Association (DDA) NA Case studies NA NA NA Drug disease interaction Top 19 predictions 29700660 Acta Biotheor 2018
30 62.5 736 Fdataset Drug, Disease Drug: SMILES, Diseases: MeSH terms ANMF Additional Neural Matrix Factorization Drug Disease Association (DDA) https://github.com/MortySn/ANMF NA NA NA NA NA NA 31412762 BMC Bioinformatics 2019
31 59.2 140 Fdataset Drug, Disease NA NA ProbS and HeatS Drug Disease Association (DDA) NA Case studies NA NA Aspirin NA Top 10 diseases 25969690 Comput Math Methods Med 2015
31 59.2 140 Fdataset Drug, Disease NA NA ProbS and HeatS Drug Disease Association (DDA) NA Case studies NA NA Tamoxifen NA Top 10 diseases 25969690 Comput Math Methods Med 2015
31 59.2 140 Fdataset Drug, Disease NA NA ProbS and HeatS Drug Disease Association (DDA) NA Case studies NA NA Felodipine NA Top 10 diseases 25969690 Comput Math Methods Med 2015
32 58.5 1132 Fdataset Drug, Disease Drug: SMILES, Disease: medical description data HAMN (Hybrid Attentional Memory Network) Collaborative Filtering,Autoencoder Drug Disease Association (DDA) NA NA NA NA NA NA NA 33297947 BMC Bioinformatics 2020
33 49 64 Fdataset Drug, Disease Drug: structure chemical, target, side-effect, Diseases: MeSH terms PreDR (Predict Drug Repositioning) Support Vector Machine (SVM) Drug Disease Association (DDA) NA NA NA NA NA NA NA 24244318 PLoS One 2013
34 46.75 2132 Fdataset Drug, Disease NA IDDI-DNN Convolutional Neural Network (CNN) Drug Disease Association (DDA) NA NA NA NA NA NA NA 37993777 BMC Bioinformatics 2023
35 44 1886 Fdataset Drug, Disease NA NMFDR (Neural Metric Factorization model for computational Drug Repositioning) Matrix Factorization Drug Disease Association (DDA) NA NA NA NA NA NA NA 35061591 IEEE/ACM Trans Comput Biol Bioinform 2023
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