NUSAP1 and cancer: 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).