The study evaluated 914 adolescents aged 11–18 through urine samples to assess the presence of kidney damage biomarkers (OPN, KIM-1, CLU, NGAL, and Cys-C) by using Luminex Magpix and trace metals (Cd, Hg, Cu, Zn) by using ICP-mass. Here, SPP1 is linked to Nephropathy.