Remarkably, during pseudotime trajectory, the expression level of CD74, a signature gene of apCAFs, was consistently upregulated in CC (Figure 5H), NPC (Supplementary Figure 14D), and RCC (Supplementary Figure 14H). Here, NPC1 is linked to renal cell carcinoma.