According to the result of Cellchat, compared with low expression of ASPH, high expression of ASPH significantly downregulates the MHC1 signaling pathway in the tumor microenvironment of gallbladder cancer (Supplementary Figure S2C). This evidence concerns the gene ASPH and neoplasm.