LTBP1 and diabetic kidney disease: Moreover, machine learning and ROC analyses demonstrated strong diagnostic potential for these genes, with both ITGB6 and LTBP1 achieving AUC > 0.7 in training and validation cohorts, indicating robust discriminatory power for DKD diagnosis and progression monitoring.