The results indicate that the combined model (HE_Ki7 model) and nomogram, leveraging features from multi‐modal data (HE and Ki67) along with clinical variables, outperform the single‐modal HE model or Ki67 model in identifying Stage I–II and Stage III colorectal cancer. This evidence concerns the gene MKI67 and colorectal cancer.