68Background: Genome-wide association studies have identified multiple loci associated with 69 stroke. However, the specific stroke subtypes affected, and whether loci influence both 70 ischaemic and haemorrhagic stroke, remains unknown. For loci associated with stroke, we 71 aimed to infer the combination of stroke subtypes likely to be affected, and in doing so assess 72 the extent to which such loci have homogeneous effects across stroke subtypes. 73Methods: We performed Bayesian multinomial regression in 16,664 stroke cases and 32,792 74 controls of European ancestry to determine the most likely combination of stroke subtypes 75 affected for loci with published genome-wide stroke associations, using model selection. 76 Cases were subtyped under two commonly used stroke classification systems, Trial of Org 77 10172 Acute Stroke Treatment (TOAST) and Causative Classification of Stroke (CCS). All 78 individuals had genotypes imputed to the Haplotype Reference Consortium 1.1 Panel. 79 Results: Sixteen loci were considered for analysis. Seven loci influenced both haemorrhagic 80 and ischaemic stroke, three of which influenced ischaemic and haemorrhagic subtypes under 81 both TOAST and CCS. Under CCS, 4 loci influenced both small vessel stroke and 82 intracerebral haemorrhage. An EDNRA locus demonstrated opposing effects on ischaemic 83and haemorrhagic stroke. No loci were predicted to influence all stroke subtypes in the same 84 direction and only one locus (12q24) was predicted to influence all ischaemic stroke subtypes. 85Conclusions: Heterogeneity in the influence of stroke-associated loci on stroke subtypes is 86 pervasive, reflecting differing causal pathways. However, overlap exists between 87 haemorrhagic and ischaemic stroke, which may reflect shared pathobiology predisposing to 88 small vessel arteriopathy. Stroke is a complex, heterogeneous disorder requiring tailored 89 analytic strategies to decipher genetic mechanisms. 90