These findings indicate that serum uromodulin may function as a biomarker for ischemic kidney injury or nephrotoxic effects, whereas urinary uromodulin could offer insights into renal susceptibility to nephrotoxic agents, potentially facilitating the early detection of kidney stress or injury after contrast exposure [159]. Here, UMOD is linked to medical procedure.