Structurally they are similar enough that we can communicate. The discovery would be altering our science, but every attempt to exchange beyond technicalities and niceties is somehow incredibly boring to both sides.
After the initial awe, it would be like, yeah, we know aliens.
I think the truth would be that they would be so utterly alien that we would never be able to truly communicate with them and also we would never find them not terrifying.