A semiconductor structure for a memory device includes a substrate including a memory cell region and a peripheral circuit region defined thereon, at least an active region formed in the peripheral circuit region, a buried gate structure formed in the active region in the peripheral circuit region, a conductive line structure formed on the buried gate structure, and at least a bit line contact plug formed in the memory cell region.