Hypertension, WHR and APOE ε4 homozygosity emerge as the dominant risk factors in terms of the spatial extent of the probability of WMHs and the number of significant voxels after controlling for head size, age, sex and their interaction. This evidence concerns the gene APOE and hypertensive disorder.