I'd just use whatever is cheapest.
You are going to want a dust collector and dust shoe asap, as there will be a LOT of dust, regardless of what type of wood you are using. MDF makes a more powdery dust that hangs in the air, but is fine if you have good dust collection. However, MDF is hard on bits.