ALB and nutritional deficiency disease: Bellanti et al. and Moldovan et al. reported that while advancing age is associated with mild declines in albumin, dialysis-specific factors such as inflammation control, metabolic acidosis management, and dietary counseling have a stronger influence on malnutrition risk [29,32].