From single-cell sequencing data analysis to MR analysis outcomes, genes such as RNASET2, ANXA4, and TMBIM1 exhibited a positive causal effect on CRC risk, whereas RAB11A, IER3, SCARB2, ATF3, and CXCL8 demonstrated a negative causal effect. The gene discussed is ATF3; the disease is colorectal carcinoma.