Prof. Sébastien Mulé completed a PhD in perfusion assessment using contrast-enhanced ultrasound in Paris, France, after which he completed medical school at the Faculty of Medicine of Sorbonne Université, Paris, France. He did an internship in Radiology at the Reims University Hospital, Reims, France and a clinical internship in oncology imaging at Henri Mondor Hospital, Créteil, France. Dr. Mulé works as an oncological radiologist at Henri Mondor Hospital in Créteil since 2017 and he is a Professor of Medical Imaging at Paris-Est Créteil University. His interests include oncologic imaging, particularly primary liver cancers and hematologic malignancies. He also focuses on optimizing MRI and hybrid PET/MRI instrumentation to identify diagnostic and prognostic imaging biomarkers using AI. Additionally, he studies the clinical value of dual-energy CT in acute abdomen, GI, and liver cancers. COI: None Declared