By meticulously excluding confounding factors such as renal or liver diseases, acute inflammation, and malnutrition, we provide robust evidence of an independent association between hypoalbuminemia, defined as serum albumin levels ≤35 g/L and increased mortality rates, particularly among individuals aged 65 years or older, for both vascular and cancer mortality. The gene discussed is ALB; the disease is malnutrition.