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Three-dimensional, dust-plus-gas simulation of a protoplanetary disk with an embedded planet. As the planet carves a gap in the disk, dust grains are elevated to high altitudes. Unlike simple 2D models of disk-planet interaction, these simulations show that the dynamics around planet gaps, specifically the dust distribution, is fully three-dimensional, and thus will have important observational implications.