Differential gene expression analysis showed relative increase in ESR1 gene expression across multiple PoPH cell clusters, as well as decreased BMPR2 expression in PoPH hepatocytes, relative to liver from non-PoPH patients with cirrhosis. This evidence concerns the gene ESR1 and Pulmonary arterial hypertension associated with portal hypertension.