Using Univariate logistic regression model (Table 3), significant risk factors associated with the development of NAFLD were; double chin, buffalo hump, skin tag, xanthelasma, systolic blood pressure, WC, BMI, %BF, TG, fasting insulin, HOMA-IR and Hs-CRP. This evidence concerns the gene INS and Xanthelasma.