Staring at the pink, prepackaged burger patties in the meat case of a Kansas grocery store this spring, Larry Kendig felt disgust.

Mr. Kendig, 68 years, was so bothered he took the department manager aside to explain his beef with U.S. food labeling rules: Do shoppers really know what goes into those burgers?

Nothing from a cow.

The...