Drug Drug Interaction (DDI)


The DDI model studies interactions between drugs, evaluating the safety and efficacy of combination therapies.

Understanding drug interactions is crucial for optimizing treatment regimens and avoiding adverse effects, especially in drug repositioning research.


The search result for the Model Prediction Types "Drug Drug Interaction (DDI)"
A total of 11 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 72.6 1614 DrugBank Drug Drug: enzymes, side effects, substructures and targets GCNMK Graph Convolutional Network with multi-kernel (GCNMK) Drug Drug Interaction (DDI) NA Case studies Breast neoplasms NA NA NA Top 10 drugs 34864856 Brief Bioinform 2022
1 72.6 1614 DrugBank Drug Drug: enzymes, side effects, substructures and targets GCNMK Graph Convolutional Network with multi-kernel (GCNMK) Drug Drug Interaction (DDI) NA Case studies Colorectal neoplasms NA NA NA Top 10 drugs 34864856 Brief Bioinform 2022
1 72.6 1614 DrugBank Drug Drug: enzymes, side effects, substructures and targets GCNMK Graph Convolutional Network with multi-kernel (GCNMK) Drug Drug Interaction (DDI) NA Case studies Lung neoplasms NA NA NA Top 10 drugs 34864856 Brief Bioinform 2022
2 71.2 997 NA Drug Drug: structure, distance, target CATNIP XGBoost Drug Drug Interaction (DDI) https://github.com/coryandar/CATNIP Case studies Type 2 Diabetes Mellitus (T2DM) NA NA NA 1 drug 32764756 PLoS Comput Biol 2020
2 71.2 997 NA Drug Drug: structure, distance, target CATNIP XGBoost Drug Drug Interaction (DDI) https://github.com/coryandar/CATNIP Case studies Parkinson’s Disease (PD) NA NA NA 2 drugs 32764756 PLoS Comput Biol 2020
3 58.7 725 NA Drug, Disease, Target Drug: drug-target target NA CLASH (Complementary Linkage with Anchoring and Scoring),Graph-based Semi-Supervised Learning (SSL) Drug Drug Interaction (DDI) NA Case studies Vascular dementia NA NA NA Top 11 drug 31337333 BMC Bioinformatics 2019
4 51.4 1056 NA Drug, Target Drug: chemical structure PIMD Similarity Network Fusion (SNF) Drug Drug Interaction (DDI) https://github.com/Sepstar/PIMD/ Case studies NA NA NA NA NA 33075523 Genomics Proteomics Bioinformatics 2020
5 46.7 1221 PMID: 24551427 Drug, Target, Side-effect Drug(structure, target, side-effect) IntegratedSim Similarity-fusion methods Drug Drug Interaction (DDI) NA NA NA NA NA NA NA 33557749 BMC Bioinformatics 2021
5 46.7 1221 NDF-RT Drug, Disease NA IntegratedSim Similarity-fusion methods Drug Drug Interaction (DDI) NA NA NA NA NA NA NA 33557749 BMC Bioinformatics 2021
6 42.4 465 NA Drug, Target, Gene, Side-effect Drug: Chemical structure, target, Gene, side-effect NA Growing Self Organizing Map (GSOM) Drug Drug Interaction (DDI) https://github.com/fathimanush786/two_tiered_clustrering_data NA NA NA NA NA NA 29642848 BMC Bioinformatics 2018
7 39.2 154 NA Drug Drug: chemical structure NA Markov Clustering Drug Drug Interaction (DDI) NA NA NA NA NA NA NA 24934184 Chem Biol Drug Des 2015
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