A multiple logistic regression was then run treating hypogonadism as the dependent variable and age, duration of diabetes, BMI, WC, FBG, HbA1c, FINS, HOMA-IR, TG, HDL-c, LH, FSH, and MS as independent variables. The gene discussed is PLOD1; the disease is hypogonadism.