A mushroom is a fungus (the part we see and consider a mushroom being the fruiting body of one, anyway), but not all fungi are mushrooms. Yeasts and molds are included under that category too. A turkey tail is actually a mushroom. I guess they are being studied for use against cancer. Folks in my mushroom group talk about making a tea from them.