Patch for Tile Sealant Coat
You'll find out when all those pieces fall out while you're puling the old caulk out. 

Judging by the crack, the wall behind there is shot, so there'll be nothing to attach a new tile to. This is a can of worms you'd better be ready to tackle if you do anything.