Proximal C9 cells clustered separately from other tumor cells and showed senescent phenotype, while distal C4 spots exhibited hypermetabolic features and higher activity of oncogenic pathways, such as KRAS and EGFR signaling as well as DAP12 interactions (with myeloid cells) (Fig. 6E). Here, KRAS is linked to neoplasm.