The azoospermia group demonstrated a suppressed LH/FSH ratio (0.61) and a reduced T/LH ratio (0.37), indicating testicular failure and compensated Leydig cell dysfunction, respectively. The gene discussed is PLOD1; the disease is Azoospermia.