Across two disease models, acute respiratory distress syndrome (ARDS) and inflammatory bowel disease (IBD) colitis, CD45-PET signal tracked histopathology and clinical indices, and enabled longitudinal response assessment during treatment. Here, PTPRC is linked to acute respiratory distress syndrome.