Lastly, we should explore how radiomics may reflect or be associated with pathological findings such as tumor neovascularity and necrosis, and tumor markers such as Carcinoembryonic Antigen (CEA), which are known to be important for the prediction of treatment response. Here, CEACAM5 is linked to neoplasm.