The Mendelian randomization results indicate a causal relationship between genes such as CTSZ, CTSC, DAD1, COLEC12, ATOX1 in the TUBA1B+Mac-C0 cluster and the occurrence of esophageal cancer. Here, COLEC12 is linked to esophageal cancer.