Since New England clam chowder is a thick cream based soup with potatoes, many feel it is not very healthy. But Manhattan clam chowder is a tomato based soup filled with carrots, celery and potatoes making it less fatty and more healthy than its creamy cousin. You can use low fat turkey bacon to make even healthier.