Our study found that being of age > 85 years, of the male sex, having pneumonia, pressure ulcers, CCI ≥ 8, functional dependency for four or more ADLs, dysphagia, abnormal urea, and abnormal albumin were predictive of one-year mortality among patients with AD in the acute care setting. The gene discussed is ALB; the disease is susceptibility to pneumonia measurement.