Pediatric Brain Growth Charts for Extra-Axial CSF and Macrocephaly Diagnosis

dGAMLSS enables exact population brain chart model fitting across multiple institutions without sharing patient-level data, removing the privacy barrier to federated multi-site clinical deployment of brain charting

TissUnet extends quantitative MRI analysis beyond the brain, segmenting skull bone, subcutaneous fat, and muscle from routine T1-weighted scans across all ages and pathologies, achieving an 89% acceptance rate in healthy and brain tumor cohorts.

Regional brain centile scores predict cognitive performance and discriminate Alzheimer's disease from matched controls, extending to frontotemporal lobar degeneration and validating individual-level clinical applicability across neurodegenerative conditions.