It all comes down to the soup base or broth. New England Clam Chowder contains cream for a white, cream-based broth. Manhattan Clam Chowder has a tomato base, giving the broth a red color. The lesser-known Rhode Island Clam Chowder has a clear broth without tomato or cream.