In Cluster 10 (DCIS/LCIS), upregulated genes such as CPB1, COX6C, TFF3, and IL6ST reflect early-stage tumor characteristics and immune regulation (Fig. 5F). Here, CPB1 is linked to ductal breast carcinoma in situ.