In the PAH cohort, univariate logistic regression analysis identified serum albumin as the only statistically significant predictor of 3-month all-cause mortality (AUC = 0.782), with lower concentrations being independently associated with increased mortality risk. The gene discussed is ALB; the disease is pulmonary arterial hypertension.