1. A semiconductor device, comprising: a through silicon via (TSV) including metal ions; a plurality of active regions defined by an isolation layer in a semiconductor substrate and implanted with a first concentration of impurity ions; and a dummy active region neighboring the active regions and implanted with a second concentration of impurity ions higher than the first concentration of impurity ions, wherein the dummy active region is configured to gather metal ions migrated from the TSV.