The identified hub genes—MYC, EGFR, CDKN2A, ERBB2, CDK1, E2F1, TOP2A, MDM2, TGFB1, and FOXM1—play crucial roles in breast cancer (BC) progression and development. Here, E2F1 is linked to breast carcinoma.