The three most enriched hallmarks associated with the basal-like breast cancers within cluster 1 are “UV-response down”, “KRAS signaling up”, and “Epithelial Mesenchymal Transition” (Figure 5A, Supplementary Table 7). This evidence concerns the gene KRAS and breast carcinoma.