In the Battle of the Five Armies, when Thorin and Company run out of the Lonely Mountain to engage the enemy, the book says that Thorin "wielded his axe with mighty strokes." This could very well have been designed to be the axe wielded by Thorin during the battle, but eventually it was lost upon the Dwarf-Lord's escape from Goblin-Town.