In our study, a novel prognostic signature was identified to predict the BFFS for PRAD patients, and the genes EIF3D, EIF4A1, and LARP1, related to m7G, were identified as the genes representing m7G-related genes in PRAD for further mechanisms research. This evidence concerns the gene LARP1 and prostate adenocarcinoma.