For TNM staging, in cases like colon cancer, it could identify the T stage correctly, but in conceptual matters (e.g., acellular mucin in low-grade appendiceal mucinous neoplasm (LAMN) upgrading the TNM stage), all AI applications fared poorly. Here, MUC5AC is linked to colonic neoplasm.