Moreover, gene expression profiles were further clustered into three different clusters during the developmental process, and further functional enrichment analysis revealed that cancer-related pathways (including MAPK signaling pathway, and insulin receptor signaling pathway) were active during the process of vCAFs transition. Here, INSR is linked to cancer.