In conclusion, by combining the WGCNA analysis method with differentially expressed gene analysis, our study identified the genes FOXM1, KIF20A, TPX2, CDC20, and EXO1 highly correlated with survival melanoma patients and have the potential to serve as a prognostic biomarker in melanoma. Here, FOXM1 is linked to melanoma.