The increase in ApoB/ApoA1 was positively correlated with the incidence rate of ischemic stroke (the PFDR-values in the analyses of IVW, Weighted median, MR-PRESSO were all significantly less than 0.05) (Fig. 2, Additional file, Table S5, Figure S1). Here, APOA1 is linked to ischemic stroke.