APOB, previously identified as a candidate gene related to lipid abnormality, was proved significant in the incidence of CRC and lung cancer (Borgquist et al., 2016) while APOA1 was correlated with the incidence of breast cancer (Borgquist et al., 2016). Here, APOA1 is linked to breast cancer.