To thoroughly investigate the influence of human albumin infusion on mortality among hospitalized heart failure patients with hypoalbuminemia, the authors conducted an extensive retrospective study utilizing data from the Medical Information Mart for Intensive Care-III (MIMIC-III) database. The gene discussed is ALB; the disease is Hypoalbuminemia.