Because CKD is often associated with lower hemoglobin and HDL cholesterol levels,[18], [19] the positive association between HDL cholesterol and hemoglobin levels, and irisin may be due to impaired renal function rather than irisin alone. The gene discussed is FNDC5; the disease is chronic kidney disease.