Three genes, DKK1, RBP4, and UCHL1, were significantly upregulated in the placentas of the early PAE subgroup (n = 23, FDR < 0.05) (Additional file 1: Table S24). This evidence concerns the gene DKK1 and pulmonary artery enlargement.