Protein-protein interaction analysis identified four hub genes-ASPN, SELE, ACKR1 and ABCB1-integrating ECM remodelling, endothelial-immune modulation and xenobiotic transport, reinforcing an immune-attenuated, metabolically adapted tumour landscape. Here, ACKR1 is linked to neoplasm.