PLOD1 and hypogonadism: In this analysis, BMI, HOMA-IR, LH, and MS were significant independent risk factors for hypogonadism; MS was associated with hypogonadism after controlling for BMI, and HOMA-IR and LH were associated with hypogonadism after controlling for BMI and MS (Table 4).