The present invention provides compositions and methods for modulation of neuronal networks in the CNS and/or PNS. In certain embodiments, the invention includes modulation of existing networks or restoring one or more damaged or lost axonal connections. In one embodiment, the invention comprises a tissue-engineered composition comprising an elongated tubular construct having at least one neuron and axon extending through the core of the construct.