We also identified the effects of certain nephrotoxic agents, such as insulin level before contrast injection, use of oral diabetes medications, use of angiotensin-converting enzyme inhibitors/ angiotensin receptor blockers (ACEIs/ARBs) after exposure to the contrast medium, and use of insulin medication, on the occurrence of PC-AKI. This evidence concerns the gene INS and diabetes mellitus.