> Wouldn't be better to create a special program for people who fall into this category?

Why? The only difference between "people who have already been diagnosed with cancer" and "people who are going to be diagnosed with cancer" is that you know who the first group is. The second group is hidden among the "healthy" people.

But both groups will need the same treatment.