We identified extensive cellular heterogeneity within the TME, dominated by CMS2/CMS3 epithelial states, SPP1<sup>+</sup> tumor-associated macrophages, diverse T-cell subsets, and CXCR4<sup>+</sup> B cells. Here, CXCR4 is linked to neoplasm.