Therefore, the aim of this study was to determine the associations among TNF-related biomarkers, UA, and renal function in a large cohort of Japanese patients with T2D and eGFR ≥30 mL/min/1.73 m2. Here, TNF is linked to type 2 diabetes mellitus.