Furthermore, in malignant melanoma, C1QB promotes proliferation, migration, and invasion, while inhibiting cell apoptosis (Zheng et al., 2021), and the high-expression group exhibits significant enrichment of genes related to immune and apoptosis (Yang et al., 2022). Here, C1QB is linked to melanoma.