By elucidating the relationship between TGM3 and immune cell infiltration scores, immune checkpoints, immune activation genes, immunosuppressive genes, chemokines and chemokine receptors, our findings provided insights into the functional role of TGM3 in pan-cancer and highlighted potential mechanisms by which TGM3 affects the TME and cancer immunotherapy. This evidence concerns the gene TGM3 and cancer.