The estimates of the IVW method revealed that genetically predicted SNP-predicted cathepsin S expression were significantly positively associated with the risk of colorectal cancer (IVW: p = 0.0162, odds ratio (OR) = 1.0513, 95% confidence interval (CI) = 1.0093–1.0951). Here, CTSS is linked to colorectal cancer.