The KEGG analysis findings in Fig. 1E illustrated the enrichment of these DEGs in several different pathways, including the cGMP-PKG signaling pathway, PI3K-Akt signaling pathway, focal adhesion, etc. Furthermore, 1533 cancer and normal cells are distributed throughout the five CAFs clusters based on their CNV features (Fig. 1F). Here, AKT1 is linked to cancer.