Notably, urinary GAS5 maintained high diagnostic efficacy across fibrosis subgroups, achieving the highest AUC in the severe fibrosis group (n = 16), despite its limited sample size, further supporting its diagnostic capability for renal fibrosis. This evidence concerns the gene GAS5 and fibrosis.