Risk factors like advanced age, malegender, smoking, hypertension, diabetes mellitus, renal dysfunction,poly-vascular disease, hypertriglyceridemia, leucocytosis, and lowerconcentrations of hemoglobin and HDL-C were related to GDF-15 plasmaconcentrations [37]. The gene discussed is GDF15; the disease is Abnormal renal physiology.