The S-UMAP analysis revealed highly significant correlations between EpCAM in lymphoid restricted regions, where elevated IFNγ and NOS2 were expressed, either at the tumor edge or in tumor satellites areas (Fig. 6B). Here, IFNG is linked to neoplasm.