E2F1 and breast cancer: In this work, we identified eight enriched MRI-associated genes including CHEK1, TTK, CDC45, BUB1B, PLK1, E2F1, CDC20, and CDC25A from the cell cycle and further discovered that these genes had the ability to predict the prognosis of BC in TCGA-BRCA dataset.