In addition, we explored the relationship between the TRGs risk model and TME, and revealed the strong association of METTL6, LCMT1, GSTZ1, ADH4, and ADH1A with the tumor immune infiltration and immune checkpoints. Here, ADH1A is linked to neoplasm.