Complementary single-cell-ST atlases corroborate a chemoresistance-associated peri-vascular niche populated by SOX9+ stem-like tumour cells and immunoregulatory CAF subsets expressing CXCL12, illuminating how spatial confinement coordinates lineage plasticity and immune suppression (21, 22). This evidence concerns the gene CXCL12 and neoplasm.