Hello @TdtGcGJ, welcome to the forums!
Do you have any relevant messages in your Event Log regarding the pieces that have disappeared?
Do you exit the game by first exiting to the main menu?
If you have PS Plus, can you verify if your save is being backed up to the cloud and, if so, try downloading the most recent save?