The search result for the key word "Drug disease interaction"

A total of 14 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 86.05 2168 Bdataset Drug, Disease, Target Drug: SMILES, Disease: MesH, Target: Sequence HMLKGAT Graph Attention Network (The principle of three degrees influence),Multi-Kernel Learning Method (Gaussian kernel function,Cosine similarity function),Neural network Drug Disease Association (DDA) https://github.com/LDD-0914/HMLKGAT.git Case studies NA NA NA Drug disease interaction Top 5 diseases 38051617 IEEE/ACM Trans Comput Biol Bioinform 2024
1 86.05 2168 Hetero-A Drug, Disease, Target NA HMLKGAT Graph Attention Network (The principle of three degrees influence),Multi-Kernel Learning Method (Gaussian kernel function,Cosine similarity function),Neural network Drug Disease Association (DDA) https://github.com/LDD-0914/HMLKGAT.git Case studies NA NA NA Drug disease interaction Top 5 diseases 38051617 IEEE/ACM Trans Comput Biol Bioinform 2024
2 77.4 607 DTINet Drug, Disease, Target , Side-effect Drug: Morgan fingerprints, Target: target sequence NeoDTI (NEural integration of neighbOr information for DTI prediction) Matrix Factorization Drug Target Interaction (DTI) https://github.com/FangpingWan/NeoDTI Case studies NA NA NA Drug disease interaction Top 20 predictions 30561548 Bioinformatics 2019
3 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
4 70.9 1796 Zhang's dataset Drug, Disease Drug: SMILES, Disease: Mesh semantic GraphPK (Graph-based Prior Knowledge) Multimodal neural network Drug Disease Association (DDA) NA Case studies NA NA NA Drug disease interaction Top 10 predictions 34375284 IEEE/ACM Trans Comput Biol Bioinform 2022
4 70.9 1796 Zhang's dataset Drug, Disease Drug: SMILES, Disease: Mesh semantic GraphPK (Graph-based Prior Knowledge) Multimodal neural network Drug Disease Association (DDA) NA Case studies NA NA NA Drug disease interaction Top 10 predictions 34375284 IEEE/ACM Trans Comput Biol Bioinform 2022
4 70.9 1796 Amazon's dataset Drug, Disease Drug: SMILES, Disease: Mesh semantic GraphPK (Graph-based Prior Knowledge) Multimodal neural network Drug Disease Association (DDA) NA Case studies NA NA NA Drug disease interaction Top 10 predictions 34375284 IEEE/ACM Trans Comput Biol Bioinform 2022
5 70.1 789 NA Drug, Disease Drug: SMILES, Diseases: MeSH terms NA Non-linear computational approach Drug Disease Association (DDA) http://bioinformatics.aut.ac.ir/drug-disc/ (Data) Case studies NA NA NA Drug disease interaction Top 16 predictions 31726977 BMC Bioinformatics 2019
6 68.1 467 NA Drug, Target, Side-effect Drug: chemical properties, target targets, side-effect NA Pareto dominance,Collaborative filtering Drug Disease Association (DDA) NA NA NA NA NA Drug disease interaction Top 20 predictions 29649971 BMC Bioinformatics 2018
7 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
7 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
7 65.6 573 DNdataset Drug, Disease NA 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
8 65 1396 DTINet Drug, Disease, Target NA DDTE Graph Embedding Algorithm Drug Target Interaction (DTI) NA Case studies NA NA NA Drug disease interaction 3 predictions 34119691 J Biomed Inform 2021
9 62.5 1072 NA Drug, Disease, Target, Pathway, Therapeutic classes NA NMTF (Non-negative Matrix Tri-Factorization) Matrix Factorization Drug Target Interaction (DTI) https://github.com/DEIB-GECO/NMTF-DrugRepositioning Case studies NA NA NA Drug disease interaction Top 5 predictions 32365039 IEEE J Biomed Health Inform 2020
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