The Macro-1 cluster was transcriptionally similar to tissue-resident macrophages [33] as reported in primary ccRCC, breast and lung cancers [34], and expressed markers such as SEPP1, FOLR2, CCL3, CCL4, and CXCL12. This evidence concerns the gene CXCL12 and nonpapillary renal cell carcinoma.