The story
From Blighty one (“a wound that gets one sent away from the front to hospital”).
Etymology from Wiktionary, CC BY-SA 4.0.
Blighty bag
Today it means: A small bag that holds a wounded soldier's personal effects and accompanies him to hospital. Full definition →