Additionally, the apolipoprotein B and urea were found to have no causal effect on colorectal cancer outcomes in European and Central/South Asian populations, while they did show a causal effect in African populations (Figure 4e and Table S9, Supporting Information). Here, APOB is linked to colorectal cancer.