ALB and chronic kidney disease: Several randomized controlled trials have shown the association between reduced urinary albumin and reduced risk of dialysis [24–26], and CKD management guidelines recommend the measurement of urine albumin for prognostic purposes [9], highlighting the importance of interventions targeting proteinuria reduction to mitigate the need for dialysis.