Previous studies have demonstrated a strong association between NLR and inflammatory markers such as TNF-α, CRP, and albumin, suggesting that high NLR reflects chronic inflammatory conditions in CKD patients (Malhotra et al., 2015; Turkmen et al., 2012). Here, ALB is linked to chronic kidney disease.