Unified Multimodal Representation Learning System

NeuroimagingMRI / PET / fMRI

GeneticsSNPs, CNVs, Gene expression

EHRsHistory, Vitals, Lab results, Symptoms

Modality-Specific PreprocessingSpatial normalize 3D CNNsVariant Aggregation Temporal featuresDisease prediction Risk estimationUnified disease modeling system

Multimodal Fusion ModuleCross-modal encoderDisease prediction Risk estimation Biomarkers identification

Output Layer<ul><li>Clinical decision support</li><li>Visual dashboards</li><li>Personalized treatment</li><li>Early warning alerts</li></ul>

DIAGRAM