Our results reveal preferential SPP1<sup>+</sup> signaling pathways, including autocrine amplification within secreted phosphoprotein (SPP) 1<sup>+</sup> macrophages and their interactions with S100A8<sup>+</sup> melanoma cells via the SPP1-CD44 axis. This evidence concerns the gene SPP1 and melanoma.