The gene-based association identified genes (TRIP6, PINX1 and ERI1) were significantly associated with expression change in the whole blood and lung and have previously been associated with blood pressure [63], triglyceride levels [64], HDL cholesterol [65], diabetes mellitus [66] and atherosclerosis [67]. This evidence concerns the gene PINX1 and diabetes mellitus.