To further deeply analyze the specific molecular mechanisms by which BAMBI promotes the development and progression of HCC, we explored the associations of BAMBI with multiple cell signaling pathways, immune cell infiltration, biomarkers for immune cells, and immune checkpoints in HCC. This evidence concerns the gene BAMBI and hepatocellular carcinoma.