Sepsis-associated hypoalbuminemia results largely from systemic capillary leak syndrome and hepatic reprioritization of protein synthesis towards acute-phase reactants over albumin (Cakmak et al., 2025). The gene discussed is ALB; the disease is Systemic capillary leak syndrome.