The new PAH candidate risk genes identified in the current study, KLK1 and GGCX, are both expressed in the lung and vascular tissues and play important roles in vascular hemodynamics and inflammation, but have not been implicated in PAH previously. Here, GGCX is linked to pulmonary arterial hypertension.