The results of the multivariate logistic regression analysis indicated that hypertension (OR 3.429, 95% CI 2.401–4.896, p < 0.001), hyperuricemia (OR 1.495, 95% CI 1.035–2.158, p = 0.032), remnant cholesterol (OR 1.305, 95% CI 1.068–1.595, p = 0.009), and NFS (OR 1.359, 95% CI 1.141–1.617, p = 0.001) were independent risk factors for CKD after adjustment for age, overweight/obesity, waist circumference, BFP, hypertriglyceridemia, HDL-C, CRP, and the FIB-4 score (Table 3). Here, CRP is linked to hypertensive disorder.