Therefore, we conducted an exploratory analysis of the expression and potential function of GLP-1 signaling-related genes in pan-cancer based on bioinformatics analysis and validated in colorectal cancer (CRC) by experiments in vitro. This evidence concerns the gene GCG and colorectal cancer.