This group of genes primarily includes CAV1, CCM2, FOXF1, FZD4, PRSS23, RASA1, SMO, TIPARP, ZFPM2, and ZMIZ1. Mutations in some of these genes are known to cause vascular malformations, as in HHT. This evidence concerns the gene CCM2 and hereditary hemorrhagic telangiectasia.