PLOD1 and Infertility: In earlier studies, significantly higher levels of FSH and LH have been shown in a cohort of infertile compared to fertile men, and negative correlations between FSH, LH and semen characteristics have been reported in a large Australian birth cohort of young men,31, 32 providing potential links between our findings for the different biomarkers.