A semiconductor structure is provided. The semiconductor structure includes a first well region over a substrate, and an isolation structure over the first well region. The semiconductor structure also includes a first transistor over the first well region, and a first buried conductive line over the first well region and electrically connected to a source structure of the first transistor. A top surface of the first buried conductive line is substantially level with or lower than a top surface of the isolation structure.