Utilizing multivariate Cox regression analysis, we developed a prognostic nomogram for estimating overall survival by integrating key clinicopathological variables: tumor stage, PAM50 subtype, age at diagnosis, and CIITA expression status (Fig. 7A). The gene discussed is CIITA; the disease is neoplasm.