After adjusting for sex, age, and history of hypertension, abnormalities in RBC (AOR: 1.85, 95% CI: 1.11, 2.99), Alb (AOR: 1.77, 95% CI: 1.06, 2.89), UR (AOR: 4.18, 95% CI: 2.82, 6.20), and UA (AOR: 2.48, 95% CI: 1.77, 3.47) were significantly correlated with an increased risk of CKD. Here, ALB is linked to Hypertension.