Through integrated machine learning and single-cell analysis, we identified five prognostic-associated SRGs (PI3, AUP1, CD200, GNAS and CCDC80) regulated by global SUMOylation levels in ovarian cancer. The gene discussed is CCDC80; the disease is ovarian cancer.