Similar macrophage phenotypes (M_CCL18: tumour associated macrophages; M_CCR2: early M1 macrophages) were also identified in the single-cell data [9], Ligand–receptor interaction analysis identified these macrophage subclusters as major contributors of inflammatory cytokines including members of the TNF family. This evidence concerns the gene TNF and neoplasm.