In line with this, we found that proinsulin was associated with incident T2D in participants with kidney dysfunction (eGFR < 90 mL/min/1.73 m2 or urinary albumin excretion ≥ 15 mg/24 h). This evidence concerns the gene INS and type 2 diabetes mellitus.