Brexit supporters argue that short-term pain will be offset by Britain’s new freedom to strike trade deals around the world.

The pharma giant ranks No. 116 on the Fortune 500 Europe list and appears on the latest World’s Most Admired Companies list. In recent years, few European companies have achieved global scale at such ...