MR-Egger test identified the existence of horizontal pleiotropy in genetic variation of Apolipoproteins B, LDL-C, TC, and TCE, although IVW suggested a strong association between these 4 blood metabolites and liver cancer (Table 1), we excluded them in Phe-MR analysis. Here, APOB is linked to liver cancer.