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      Neural activity in cortico-basal ganglia circuits of juvenile songbirds encodes performance during goal-directed learning

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          Abstract

          Cortico-basal ganglia circuits are thought to mediate goal-directed learning by a process of outcome evaluation to gradually select appropriate motor actions. We investigated spiking activity in core and shell subregions of the cortical nucleus LMAN during development as juvenile zebra finches are actively engaged in evaluating feedback of self-generated behavior in relation to their memorized tutor song (the goal). Spiking patterns of single neurons in both core and shell subregions during singing correlated with acoustic similarity to tutor syllables, suggesting a process of outcome evaluation. Both core and shell neurons encoded tutor similarity via either increases or decreases in firing rate, although only shell neurons showed a significant association at the population level. Tutor similarity predicted firing rates most strongly during early stages of learning, and shell but not core neurons showed decreases in response variability across development, suggesting that the activity of shell neurons reflects the progression of learning.

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          Most cited references83

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          Synaptic activity and the construction of cortical circuits.

          Vision is critical for the functional and structural maturation of connections in the mammalian visual system. Visual experience, however, is a subset of a more general requirement for neural activity in transforming immature circuits into the organized connections that subserve adult brain function. Early in development, internally generated spontaneous activity sculpts circuits on the basis of the brain's "best guess" at the initial configuration of connections necessary for function and survival. With maturation of the sense organs, the developing brain relies less on spontaneous activity and increasingly on sensory experience. The sequential combination of spontaneously generated and experience-dependent neural activity endows the brain with an ongoing ability to accommodate to dynamically changing inputs during development and throughout life.
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            Synaptic Activity and the Construction of Cortical Circuits

            Vision is critical for the functional and structural maturation of connections in the mammalian visual system. Visual experience, however, is a subset of a more general requirement for neural activity in transforming immature circuits into the organized connections that subserve adult brain function. Early in development, internally generated spontaneous activity sculpts circuits on the basis of the brain's "best guess" at the initial configuration of connections necessary for function and survival. With maturation of the sense organs, the developing brain relies less on spontaneous activity and increasingly on sensory experience. The sequential combination of spontaneously generated and experience-dependent neural activity endows the brain with an ongoing ability to accommodate to dynamically changing inputs during development and throughout life.
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              Sparse coding and decorrelation in primary visual cortex during natural vision.

              Theoretical studies suggest that primary visual cortex (area V1) uses a sparse code to efficiently represent natural scenes. This issue was investigated by recording from V1 neurons in awake behaving macaques during both free viewing of natural scenes and conditions simulating natural vision. Stimulation of the nonclassical receptive field increases the selectivity and sparseness of individual V1 neurons, increases the sparseness of the population response distribution, and strongly decorrelates the responses of neuron pairs. These effects are due to both excitatory and suppressive modulation of the classical receptive field by the nonclassical receptive field and do not depend critically on the spatiotemporal structure of the stimuli. During natural vision, the classical and nonclassical receptive fields function together to form a sparse representation of the visual world. This sparse code may be computationally efficient for both early vision and higher visual processing.
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                Author and article information

                Contributors
                Role: Reviewing Editor
                Journal
                eLife
                Elife
                eLife
                eLife
                eLife Sciences Publications, Ltd
                2050-084X
                19 December 2017
                2017
                : 6
                : e26973
                Affiliations
                [1 ]deptNeuroscience Graduate Program University of Southern California Los AngelesUnited States
                [2 ]deptSection of Neurobiology University of Southern California Los AngelesUnited States
                Emory University United States
                Emory University United States
                Author information
                http://orcid.org/0000-0002-3978-1647
                http://orcid.org/0000-0003-4365-9166
                Article
                26973
                10.7554/eLife.26973
                5762157
                29256393
                528a6597-8b1d-4118-82d9-9ee6d63a1beb
                © 2017, Achiro et al

                This article is distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use and redistribution provided that the original author and source are credited.

                History
                : 19 March 2017
                : 02 December 2017
                Funding
                Funded by: FundRef http://dx.doi.org/10.13039/100000052, NIH Office of the Director;
                Award ID: Research grant NS087506
                Award Recipient :
                Funded by: FundRef http://dx.doi.org/10.13039/100000052, NIH Office of the Director;
                Award ID: Training grant DC009975
                Award Recipient :
                Funded by: FundRef http://dx.doi.org/10.13039/100000052, NIH Office of the Director;
                Award ID: Training fellowship NS 073323
                Award Recipient :
                Funded by: FundRef http://dx.doi.org/10.13039/100000052, NIH Office of the Director;
                Award ID: Research grant 037547
                Award Recipient :
                The funders had no role in study design, data collection and interpretation, or the decision to submit the work for publication.
                Categories
                Research Article
                Neuroscience
                Custom metadata
                Activity in cortico-basal ganglia circuits of juvenile songbirds reflects evaluative signals necessary for comparing self-generated behavior to a goal representation during skill learning.

                Life sciences
                songbird,basal ganglia,outcome evaluation,reinforcement learning,procedural learning,action selection,other

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