Addressing these limitations provides a balanced perspective, highlighting areas for future research and the need for larger, more diverse, and prospective studies to confirm our results and fully elucidate SMPD3's role in HCC. The gene discussed is SMPD3; the disease is hepatocellular carcinoma.