Moreover, elevated SMPD2 expression was positively correlated with increased M2 macrophage infiltration (Supplemental Figure 15E), higher MMP12 expression (Supplemental Figure 15F), and poorer survival outcomes in melanoma patients (Figure 7C), further validating and reinforcing the clinical relevance of our findings. Here, SMPD2 is linked to melanoma.