This study aimed to identify correlations between biochemical markers and risk factors for cardiovascular disease (CVD) and type 2 diabetes (T2D) in people under 40. The study found significant positive correlations between triglycerides, glucose, and cholesterol and known CVD/T2D risk factors like blood pressure and BMI in the total cohort. Separating results by sex, significant correlations were seen between triglycerides and factors like weight, waist circumference, and body fat percentage in males, and between triglycerides, glucose, and blood pressure in females. While most results aligned with past studies, some discrepancies were found, such as no correlation between glucose and risk factors in males.