These findings highlight the limitations of conventional assessment methods and serum albumin in detecting early malnutrition, particularly in non-inflammatory conditions and obese populations, underscoring the need for more sensitive and comprehensive nutritional evaluation tools. Here, ALB is linked to malnutrition.