2 monosaccharide units combine to form a disaccharide. Water molecule is removed from such combination reaction.
So, our answer would be 2 hydrogen and 1 oxygen atom are removed.
In the below picture, 2 glucose molecules are combined using a condensation reaction, with the removal of water.