Subsequent hallmark pathway analysis indicated increase of epithelial mesenchymal transition (EMT) and cancer stem cell-regulating pathways, such as Wnt/beta-catenin signaling, KRAS signaling, TGF-β signaling, AKT signaling, etc., in the basal subgroup of tumor cells (Fig. 3g). Here, KRAS is linked to neoplasm.