Wallets may have gotten thinner during this recession, but waistlines have expanded.

As the unemployment rate inches toward 10% and U.S. consumers continue to find themselves strapped for cash, many are turning to cheaper fare to better balance their budgets. That often means fast food and canned and frozen processed foods that are higher in fat and calories and are made with refined grains and sugars.

The...