Our analysis, grounded in WGCNA and PPI networks, identified six genes (DSC2, DSC3, DSG1, KRT6B, PKP1, PKP3) with pivotal roles in melanoma’s oxidative stress response and immune infiltration (32, 33). Here, DSG1 is linked to melanoma.