Signatures associated with Kupffer cells/macrophages (for example, Marco+Clec4f+ and Csf1r+C1qa+)3,24 were primarily detected within the non-tumour compartment (Supplementary Figs. 12–18). This evidence concerns the gene CLEC4F and neoplasm.