A food fight has erupted between powerful Big Sugar lobbyists and public health advocates on the heels of the Food and Drug Administration’s proposed change to nutrition labels to include the amount of “added sugars” present in food.

Scientific studies increasingly are finding links between sugar consumption and chronic diseases such...