Ligand-receptor inference identifies VEGFA–VEGFR2 and CXCL12–CXCR4 pairs as the strongest directional interactions in this niche, while exhausted PD-1+ CD8+ cells accumulate at its stromal boundary, expressing CCR5 and ITGAE yet failing to cross into the tumour core. Here, VEGFA is linked to neoplasm.