In addition, our analysis on TME demonstrated a close relationship between THUMPD1 expression and TMB, MSI and neoantigen in several cancer types, as well as the MMR and methyltransferase gene that showed a co-expression with THUMPD1. This evidence concerns the gene MRC1 and cancer.