Furthermore, lower SHBG levels were associated with higher daily alcohol intake levels, higher BMI, and a higher risk of diabetes, CHD, and non-alcoholic fatty liver disease [37, 42–47], - all of which contributed to elevated risk of MetS. The gene discussed is SHBG; the disease is metabolic syndrome.