By integrating urinary and renal single-cell sequencing with machine learning, this study identified a tubular injury-associated gene signature (FBP1, PDK4, and RHCG) that is detectable in urinary cells and shows a strong association with DKD. This evidence concerns the gene RHCG and diabetic kidney disease.