Increased mortality risks were also associated with specific infectious causes (like pneumonia, necrotizing fasciitis, and endocarditis), as well as certain comorbidities (notably heart failure and malignancy) and laboratory test results (such as albumin, creatinine, and hemoglobin levels). Here, ALB is linked to heart failure.