Should people with pre-existing medical conditions have higher health care rates?

Recently, people with pre-existing medical conditions have been faced with difficulty when trying to get healthcare coverage. Should those who are already diagnosed be forced to pay higher rates, or should they have equally priced medical coverage as those without?