In the non-DKD cohort, after further adjustment for Log-REN (Model 2), the correlations between AII, ALD, ARR, and glucose metabolism indicators were substantially reduced and were no longer statistically significant (p > 0.05 for all; Model 2). This evidence concerns the gene ABCD1 and diabetic kidney disease.