Low albumin has been consistently identified as an independent risk factor for AKI, as it contributes to reduced oncotic pressure, increased vascular permeability, and systemic inflammation, thereby promoting renal hypoperfusion and tubular injury (13, 34). The gene discussed is ALB; the disease is acute kidney injury.