Comparison of the relationship between these genes and the prognosis of ovarian cancer showed that overexpression of MRPL15, MRPL36, and MRPS31 may lead to poor OS and PFS in patients with ovarian cancer, among which MRPL36 showed the greatest prognostic significance. Here, MRPS31 is linked to ovarian carcinoma.