CP and diabetic kidney disease: In the DKD group (Fig 4A), ALD and REN exhibited positive correlations with CP (r = 0.400 and 0.414) and HOMA-IR ((r = 0.467 and 0.466), while demonstrating negative correlations with UACR (r = −0.380 and −0.593).