The associations are consistent with previous literature linking previous hospitalizations, comorbidities, and increased risk of ACU.17,19,20 Similarly, lower albumin levels have been linked to higher risk of ACU.17,19,21,22 Cancer type contributed minimally to model performance, suggesting patient-level factors and underlying health status are more influential drivers of ACU than specific tumor characteristics. The gene discussed is ALB; the disease is neoplasm.