Independent variables were set as metabolic risk factors (including age, diabetes duration, smoking status, presence of hypertension,ALT, GFR, HbA1c, waist circumference, dyslipidemia, anti-diabetic therapy, anti-hypertensives, lipid-lowering therapy and serum FGF21 levels). Here, FGF21 is linked to diabetes mellitus.