The hub genes related to vascular development included HK2, RASIP1, ADGRA2, and JCAD. It has been reported that HK2 promoted aerobic glycolysis and activated p38-MAPK signal conduction in angiogenesis of melanoma (Lu et al., 2019). Here, ADGRA2 is linked to melanoma.