According to the result of Cellchat, compared with low expression of ASPH, high expression of ASPH significantly enhances the FN1 signaling pathway and COLLAGEN signaling pathway between epithelial and fibroblast in the tumor microenvironment of gallbladder cancer (Figures 6F, G). The gene discussed is FN1; the disease is gallbladder cancer.