Subsequent research investigated changes in sperm protein expression in varicocele patients before and after varicocelectomy, revealing significant increases in mitochondrial ATP synthase subunit delta (ATP5D), antioxidant enzyme superoxide dismutase 1 (SOD1), and heat shock protein family A member 5 (HSPA5) following surgery [37]. This evidence concerns the gene ATP5F1D and varicocele.