As has been stated, the Hugo Junkers lounge is not a oneworld lounge.
AB does have a contract with that lounge, but travelling in economy on AB does not get you into the Hugo Junkers lounge.
At DUS, Cathay Pacific has a contract with Lufthansa for access to the Lufthansa lounges - but only for departing passengers on CX flights.