Although we collected three populations with significant gradient differences in spermatogenesis, normal sperm population, oligozoospermia population and NOA population, we did not find that FSH or LH had gradient changes in the three populations, but there were only significant differences between the azoospermia population and sperm population. Here, PLOD1 is linked to Azoospermia.