Interestingly, two genes identified in TWAS (SWAP70 and SPATA20) were also significant in the AIS and SVS PWAS, respectively (Table S12), suggesting joint evidence from PWAS and TWAS for its role in stroke etiology. Here, SWAP70 is linked to stroke disorder.