Through-substrate vias (TSVs) extend through a high resistivity semiconductor substrate laterally spaced and isolated from an active device formed over the substrate by deep trench isolation (DTI) structures. The deep trench isolation structures may extend partially or entirely through the substrate, and may include an air gap. The deep trench isolation structures entirely surround the active device and the TSVs.