Cardiovascular disease is evolving from acute events to a lifelong, chronic risk shaped by lifestyle and metabolic factors. Dr. Partho Sengupta explores how AI‑enabled medical imaging can move cardiovascular care beyond static measurements toward continuous risk phenotyping, digital twins, and more personalized prevention. (Article shared with permission form Applied Radiology)

What does patient-centered care really look like in modern cardiovascular imaging?

In this expert column, Dr. Mukai (Salinas Valley Memorial Healthcare System, USA) explores how clinical teams, advanced imaging technologies, and AI-driven innovations can work together to elevate both diagnostic precision and the patient experience.