Through single-cell analysis, we further identified five potential prognostic biomarkers associated with the ovarian cancer cell functional pathway and TIME: three risk genes PI3, AUP1 and CCDC80 and two protective genes CD200 and GNAS. This evidence concerns the gene GNAS and ovarian cancer.