Deep neural nets discovering novel features?

Do we have any good examples of deep neural networks capturing novel features that are then fed back into the science community?

I vaguely recall something about cancer detection net finding out that surrounding healthy cells are just as important for detection, but can't find the link.

Any others are appreciated too.