In conclusion, our integrated multi-omics approach establishes FN1 and ALDH2 not merely as diagnostic biomarkers, but as stage-specific exemplar genes that epitomize the fibrotic and oxidative stress axes of DKD progression, respectively. This evidence concerns the gene ALDH2 and diabetic kidney disease.