At the pathological phenotypic level, we observed that the high-risk group had more advanced postoperative T and N staging, larger tumor size, higher lymph node involvement, poorer differentiation, and elevated Ki67 expression, underscoring the substantial potential of radiomics in reflecting immune-inflammatory responses within the tumor microenvironment, as well as the processes of tumor proliferation and invasiveness. Here, MKI67 is linked to neoplasm.