Bread is made "from" flour because the flour has been transformed to the point where the bread is no longer recognizable as flour. A table is made "of" wood because it is still recognizable as being wood.

I would say "from". It's not wrong to say "of" but I would probably say "bread is made out of flour" before I would say "bread is made of flour".