A semiconductor device includes a substrate, wherein the substrate includes a channel region. The semiconductor device further includes an isolation feature in the substrate. The isolation feature includes a first portion in the substrate, and a second portion extending along a top surface of the substrate. The second portion partially covers the channel region. The semiconductor device further includes a gate structure over the substrate, wherein the gate structure partially covers the second portion of the isolation feature.