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Data from National Health and Nutrition Examination Survey for 2003-2016 for US adults aged ≥ 20 years (N = 10,942) were used to study variabilities and associations with urinary albumin creatinine ratio (UACR) in the adjusted concentrations (AGM) of urine bisphenol A (BPA) across various stages of renal function (RF). RF stages considered were RF-1 (eGFR 90 mL/min/1.73 m2), RF-2 (60 ≤ eGFR ≤ 90 mL/min/1.73 m2), RF-3A (45 ≤ eGFR less then 60 mL/min/1.73 m2), and RF-3B/4 (15 ≤ eGFR less then 45 mL/min/1.73 m2). Irrespective of ge