The plane crashed after taking off from a Columbia, South Carolina airport around midnight Friday.
Travis Barker and DJ AM, whose real name is Adam Goldstein, were critically injured and are being treated at a Georgia burn center.
Federal officials believe the pilots tried to abort the flight when one of the plane's tires blew out but couldn't stop the plane.