A higher proportion of patients with levels 3–5 CKD or an eGFR< 60 ml/min/1.73m2, Apo-B levels > 1.2 mmol/L, were aged > 65 years, were females, were educated (< 6 years and > 6 & ≤ 12 years), had hyperuricemia, and diabetes, slept for (> 7 and ≤ 9 h a day), had high total cholesterol, and high LDL-C levels, drank tea and had urea nitrogen levels > 7.1 mg/dL and had a lower eGFR than the group overall. This evidence concerns the gene APOB and diabetes mellitus.