In this study, we observed differential gene expression of BMPR2, ESR1, and FLT1 genes in livers from patients with PoPH relative to non-PoPH cirrhosis, patterns supported by immunohistochemical staining of human liver tissue. Here, ESR1 is linked to Cirrhosis.