Ten hub genes—CDK1, KIF11, NUF2, ASPM, CDCA8, CENPF, DTL, EXO1, KIF2C, and ZWINT—emerged as pivotal fibroblast-specific genes potentially involved in the DCIS to IDC transition. The gene discussed is EXO1; the disease is ductal breast carcinoma in situ.