In this talk I will present how proteomic, nuclear medicine and imaging data can be used to model the patho-physiology of cancer at different scales, from single cell, through tissues to organs. The mathematical approaches include chemical reaction network theory, compartmental analysis and artificial intelligence methods for imaging.