Subsequently, a CAF subpopulation which highly expressed cycle-related genes (CENPF, NUSAP1, and PTTG1, Figure 1F) was annotated as proliferative CAF (prolif CAF), consistent with previous pan-cancer research (67). Here, PTTG1 is linked to cancer.