In the subgroup analyses, there was no significant association between PRAL and the risk of CKD with the factors (gender, age, waist, BMI, and comorbidities, including diabetes, hypertension, and heart disease) responsible for potential heterogeneity (Figures S1A and S2A). Here, PRAL is linked to diabetes mellitus.