Visium and Slide-seq overlays show that PD-L1-high tumour islands frequently abut VEGFA-rich peri-necrotic belts, while CXCL13+ tertiary lymphoid structures reside millimetres away yet harbour distinct cytokine profiles. Here, CXCL13 is linked to neoplasm.