In summary, our data demonstrate that USP45 functions as a melanoma suppressor, at least in part, by stabilizing MRGPRF, thereby attenuating the PI3K/AKT pathway, inhibiting proliferation, inducing cell cycle arrest, promoting apoptosis, and mitigating the migration and invasion of melanoma cells (Figure 10). This evidence concerns the gene MRGPRF and melanoma.