Through a two-sample MR analysis of 832 SPP1+ TAM-related genes (Supplementary Table S1), we identified 31 genetically predicted gene expressions showing significant positive associations with HCC risk (IVW method: β > 0, p < 0.05). Here, SPP1 is linked to hepatocellular carcinoma.