In this study, we identified the four SGs-related genes (CPT2, CDKN2A, NRG1, GAP43) that were composed of a reliable prognosis prediction gene signature and revealed the comprehensive roles of these four genes in the development of CRC. Here, GAP43 is linked to colorectal carcinoma.