Have not found any information on what to do with the discarded items.
The Lost cards gets put in a discard pile for the whole story. Then i guess you shuffle them back in when starting a new story ? But are you suppose to do the same with Items ?
Since there is only one copy of each weapons it can make a difference since you can actually loose items.
You shuffle lost and item cards back into their respectful decks when starting a new story.