This study shows that hub genes associated with breast cancer pathogenesis, namely RRM2, TOP2A, PBK, MELK, and NUSAP1, are gradually upregulated from NME to DCIS and then downregulated in IDC. This evidence concerns the gene RRM2 and ductal breast carcinoma in situ.