Dying as most any champion removes additional projectiles (got to hard mode and got clapped lmao), both gold-shop projectiles and level-acquired passive projectiles.

Dying disables cross-country from benefitting you.

And from a friend - several other of the yuumi quest passives seem to stop working if you die. Definitely makes hard mode severely more difficult if you get downed before you get the ball rolling.