We identified significant associations between cg10601624, cg06690548 (SLC7A11), cg19693031 (TXNIP), and cg00574958 (CPT1A) and TOD in the kidney even further after adjustment for BMI, smoking status, and diabetes. This evidence concerns the gene TXNIP and diabetes mellitus.