Single-nucleus RNA-sequencing is used to investigate cirrhotic liver with PoPH and identifies diminished circulating BMP9, excess estrogen levels, altered arginine metabolism, and dysregulated GDF15 signaling may contribute to pulmonary vascular remodeling in PoPH. The gene discussed is GDF15; the disease is Pulmonary arterial hypertension associated with portal hypertension.