Drug Gene Interaction (DGI)


The DGI model studies the interactions between drugs and genes, exploring how drugs affect biological processes through specific genes.

This research helps understand the mechanisms of drug action and provides new perspectives for drug repositioning.



The search result for the Model Prediction Types "Drug Gene Interaction (DGI)"
A total of 3 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 68.7 2091 DrugBank Drug, Gene NA DGCL (Dynamic hyperGraph Contrastive Learning) Graph Neural Network (GNN),Multi Layer Perception (MLP) Drug Gene Interaction (DGI) https://github.com/wentao228/DGCL Case studies NA HMOX1 NA NA Top 10 drugs 37864294 Brief Bioinform 2023
1 68.7 2091 DGIdb Drug, Gene NA DGCL (Dynamic hyperGraph Contrastive Learning) Graph Neural Network (GNN),Multi Layer Perception (MLP) Drug Gene Interaction (DGI) https://github.com/wentao228/DGCL Case studies NA HMOX1 NA NA Top 10 drugs 37864294 Brief Bioinform 2023
1 68.7 2091 LINCS L1000 Drug, Gene NA DGCL (Dynamic hyperGraph Contrastive Learning) Graph Neural Network (GNN),Multi Layer Perception (MLP) Drug Gene Interaction (DGI) https://github.com/wentao228/DGCL Case studies NA HMOX1 NA NA Top 10 drugs 37864294 Brief Bioinform 2023
logo
All rights reserved: Institutes for Systems Genetics, West China Hospital