Mini:
All the airport-related charges, Air Passenger Duty etc, are based on the number of passengers who actually travel (makes sense if you think about it).
The only third-party charge which is incurred at time of ticket purchase rather that at flight time is the credit card fee, and I suspect (though am not 100% certain) that this is refunded if the transaction is later cancelled.
C.