Body weight, BMI, EW, WC, HC, the prevalence of metabolic syndrome, insulin, and HOMA-IR were notably higher in the biochemical hypogonadal group, while age, LH, and TT values were significantly lower. This evidence concerns the gene PLOD1 and metabolic syndrome.