Writing a new menu labeling law "has gotten extremely thorny," says the head of the Food and Drug Administration, as the agency tries to figure out who should be covered by it.

Calorie labeling is compulsory in several countries. In the UK, where obesity costs the National Health Service about £6.5 billion ($7.9 billion) a year, the display of energy content was made ...