Projects

Prediction Models of Knee Osteoarthritis Incidence and Progression using Deep Learning

This project develops and validates deep-learning models that analyze clinical and imaging data to predict individuals' five-year risk of knee osteoarthritis progression and total knee replacement, aiming to enable early intervention and personalized treatment.

AI   MSK

Neural Underpinning of Cognitive and Behavioral Deficits in Psychotic Spectrum Disorders

This research uses a multi-modal approach to reveal the neural mechanisms underlying psychotic spectrum disorders and to provide objective biomarkers for assessing disease progression and treatment efficacy.

BRAIN   DIFFUSION MRI

Advanced Diffusion MRI in Renal Cancer: Oncologic Control and Renal Functional Reserve

This project investigates REFMAP, an advanced diffusion MRI approach combining IVIM and DTI, to noninvasively diagnose kidney tumors, estimate glomerular filtration rate, and predict renal function outcomes following surgery.

DIFFUSION MRI   KIDNEYS

Tissue Microstructure Imaging in the Body

This project develops and validates biophysical models of diffusion and nuclear magnetic resonance relaxation to quantify microstructural properties in muscle tissue and the prostate using methods for estimating physiological properties, the random permeable barrier model, and diffusion relaxometry acquisitions.

BRAIN   DIFFUSION MRI   MICROSTRUCTURE

Multinuclear Fingerprinting

This project develops a noninvasive MRI technique called multinuclear fingerprinting (MNF) at 7 T, combining hydrogen (1H) and sodium (23Na) magnetic resonance fingerprinting with a super-resolution algorithm to create multi-parametric structural and metabolic maps of the human brain, offering insights into its morphology, physiology, and disorders.

QUANTITATIVE MRI   X-NUCLEI
1 2 3 … 7