Our retrospective study confirmed that the BIA-derived PA, measured at 50 kHz, was associated with biochemical and anthropometric nutritional parameters, such as serum albumin, creatinine, and cholesterol levels, BMI, and clinical parameters such as a history of diabetes mellitus and CAD. This evidence concerns the gene ALB and diabetes mellitus.