In our study, the combined SMD reached 1.56 (95% CI: 1.29–1.84, p < 0.001), and there was no significant publication bias observed in our study, suggesting a significant overexpression of LSM4 in HCC. This evidence concerns the gene LSM4 and hepatocellular carcinoma.