Four E2F-related genes (CDKN2C, CDKN3, RACGAP1, and RRM2) were associated with BCR in PCa.The E2F-related gene signature was established based on these four genes and exhibited good performance in RFS prediction. This evidence concerns the gene RACGAP1 and posterior cortical atrophy.