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. The gene discussed is E2F1; the disease is breast cancer.