Further multivariate analysis unveiled significant insights: LRP1, PAEP, PI3, OBP2A, and IL27RA genes exhibited higher levels in the tumour group, whereas FOS, PDGFRA, and FGF7 showed higher expression in normal ovarian tissue (all p < 0.001). Here, PI3 is linked to neoplasm.