A manufacturing method of a semiconductor device includes forming an opening in a substrate, implanting a dopant in the substrate from a sidewall of the opening such that a doping region is formed in the substrate at the sidewall of the opening, filling a dielectric material in the opening to form a first dielectric structure after implanting the dopant in the substrate from the sidewall of the opening, and forming a passing word line in the dielectric structure.