Importantly, further analysis revealed consistent downregulation of these biomarkers across multiple nephropathies beyond DKD, with RHCG demonstrating disease-specific expression patterns while FBP1 and PDK4 may reflect shared tubular injury responses. Here, FBP1 is linked to diabetic kidney disease.