A method of forming a semiconductor device includes providing a substrate; forming mandrel patterns over the substrate; forming sacrificial patterns in openings between the mandrel patterns; removing the mandrel patterns; forming a dielectric layer in openings between the sacrificial patterns; removing the sacrificial patterns, resulting in a plurality of trenches; and forming a gate stack in each of the plurality of trenches.