When considered together, our results both replicate published findings and extend the list of moderately penetrant genes associated with risk of PCa, which, along with HOXB13 p.Gly84Glu, are some of the first PCa variants to cross the bridge from family-based susceptibility to overall risk in the more general population. Here, HOXB13 is linked to posterior cortical atrophy.