Taken together, exosomal AP000439.2 interacting STAT3 facilitated NF-κB signaling activation which imposed M2 macrophage polarization, eventually accelerated ccRCC migration. This evidence concerns the gene NFKB1 and nonpapillary renal cell carcinoma.