Notably, the expression levels of 5 PRGs (CASP1, CASP3, CASP6, GSDMB, and GZMA) were lower in both CRC tissues and the high-stage group, suggesting that their potential function as tumor suppressors in CRC tumorigenesis and development. Here, CASP1 is linked to neoplasm.