In silico drug discovery

• AI-based drug discovery
• Drug repositioning
• Prediction of drug-target interaction network
• Identification of drug targets and off-targets
• Chemogenomics, Pharmacogenomics
• Prediction of drug side-effects

Helth care

• Prediction of compound toxicity
• The mode-of-action analysis of helthy food and cosmetics
• Prediction of beneficial effects of food and cosmetics
• The mode-of-action analysis of natural medicines
• Natural medicine repositioning

Precision medicine and regenerative medicine

• Stratification of pacients
• Disease subtype classification
• Identification of biomarkers
• Regenerative medicine by direct reprogramming
• Direct reprogramming by small compounds

Systems biology

• Supervised inference of biological networks
• Prediction of gene network
• Prediction of metabolic pathways
• Prediction of protein-protein interaction network
• Prediction of protein-ligand interaction network

Bioinformatics

• Identification of missing enzyme genes
• Integration of heterogeneous omics data
• Statistical analysis for gene expression data
• Automatic construction of ortholog gene clusters
• Glycan classification

Chemoinformatics

• Prediction of enzymatic reactions
• Automatic assignment of EC numbers
• Virtual screening
• Compound classification
• Similarity design for compounds and reactions

Statistics and Machine Learning

• Kernel methods
• Graph inference
• Sparse statistical models
• Sensitivity analysis
• Functional data analysis