Conversely, a significant decrease in the frequency of the AG genotype of ADCYAP1 gene was found among non-diabetics CKD patients compared to the other groups (p < 0.001; Chi-square test; Supplementary Fig. 3d). Here, ADCYAP1 is linked to chronic kidney disease.