When you say wheat, do you mean processed and refined flour? And by potatoes, do you mean chips and fries?
Potatoes are loaded with vitamins and minerals. Some of the starch isn't easily digestible and acts similarly to fiber (in addition to the fiber found in the skin).
The fact that they are little bombs of nutrition aside (along with sweet potatoes, yummm!), they will also keep fresh for months.