In this study, we apply deep learning to digitized pathology images to explore compartment level expression and prognostic impact of IRS-1, IRS-2, RUNX3, and SMAD4 in resected tumors from 452 colon cancer patients. Here, IRS1 is linked to malignant colon neoplasm.