WASHINGTON—Nutrition advocates and food-industry groups are revving up for a fight over whether an additional label should go on the front of many packaged-food items to more clearly indicate if they pose a health risk.

A long-running debate over what those new labels should look like—and if they should be required—is heating up ahead of a White House conference on hunger, nutrition and health later this month.