However, once adjusted for age and sex, elevated HDGF levels were associated only with IPAH and porto-pulmonary hypertension (PoPH), with no significant associations found across the other PAH subtypes.53 This evidence concerns the gene HDGF and Pulmonary arterial hypertension associated with portal hypertension.