Among the NEMG investigated in our study, NAT8-rs13538 and CPS1-rs1047891 stood out not only as predictors of CKD, but also showing associations with all the serum variables in the Overall and Non-Diabetic cohorts. The gene discussed is NAT8; the disease is chronic kidney disease.