Individuals with CVDs tended to be male, older, non-Hispanic white, and exhibited higher BMI, hypertension, lower levels of TC, HDL, Alb, and calorie intake, while showing elevated levels of ALP and creatinine. This evidence concerns the gene ALB and Hypertension.