In conclusion, we found causal evidence supporting three classic genes MMP12, F11 and SCARA5, and three novel genes SH3BGRL3, SWAP70 and SPATA20 were associated with the risk of ischemic stroke and their subtypes. Here, SWAP70 is linked to ischemic stroke.