The MLR and the CRP/albumin ratio showed significant associations with incident PAH, and the lymphocyte/HDL ratio was associated with incident ILD, whereas no associations were observed for DU, vascular, or clinical events. This evidence concerns the gene ALB and pulmonary arterial hypertension.