Police are searching for two missing 15-year-old girls who were last seen leaving a party in the capital of the Cayman Islands.

Prisca Smith and Kareena Powell were seen shortly after midnight leaving a school friend's birthday celebration.

Police spokeswoman Janet Dougall said Saturday that the girls never made it home and their families have not heard from them since.

Police say they are scouring areas around George Town.