TNF and colorectal carcinoma: From the epigenetic perspective, our findings highlighted that genetic susceptibility to DNAm GrimAge was associated with a higher risk of CRC, and modified DNA methylation at aging-related CpGs and altered gene (i.e., TNF, BICC1, DIP2B, NCF2) expression patterns contributed to this biological association.