Multiple logistic regression analysis indicated Hb (OR: 0.72; 95% CI: 0.60–0.85; p < 0.001), NLR (OR: 1.43; 95% CI: 1.10–1.88; p = 0.006), and platelet counts (OR: 0.98; 95% CI: 0.96–0.99; p = 0.021) predicting progression to CKD Stage 5 independently from others. Here, GSTM1 is linked to chronic kidney disease.