Factors significantly associated with the presence of metabolic syndrome included age, male sex, current smoker, BMI, body fat percentage, and alanine aminotransferase (ALT) and uric acid levels; in contrast, high education level and high income had a protective effect against metabolic syndrome. The gene discussed is GPT; the disease is metabolic syndrome.