RemoteApp doesn't connect on domain joined computers

I can connect using remote desktop to the client computers, but when I connect using remoteapp via the RD Connection Broker server I get the following error- "This computer can't connect to the remote computer''. This only happen on domain joined computers.

Any ideas?