Among these genes, proteins such as AKT1, SRC, VEGFA, MAPK3, EGFR, HSP90AA1, STAT3, JUN, CASP3, and ESR1 rose to prominence, signaling their pivotal role in ovarian cancer’s biology. Here, VEGFA is linked to ovarian carcinoma.