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Dopamine neuron ensembles signal the content of sensory prediction errors

Dopamine neurons respond to errors in predicting value-neutral sensory information. These data, combined with causal evidence that dopamine transients support sensory-based associative learning, suggest that the dopamine system signals a multidimensional prediction error. Yet such complexity is not...

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Detalles Bibliográficos
Autores principales: Stalnaker, Thomas A, Howard, James D, Takahashi, Yuji K, Gershman, Samuel J, Kahnt, Thorsten, Schoenbaum, Geoffrey
Formato: Online Artículo Texto
Lenguaje:English
Publicado: eLife Sciences Publications, Ltd 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6839916/
https://www.ncbi.nlm.nih.gov/pubmed/31674910
http://dx.doi.org/10.7554/eLife.49315
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author Stalnaker, Thomas A
Howard, James D
Takahashi, Yuji K
Gershman, Samuel J
Kahnt, Thorsten
Schoenbaum, Geoffrey
author_facet Stalnaker, Thomas A
Howard, James D
Takahashi, Yuji K
Gershman, Samuel J
Kahnt, Thorsten
Schoenbaum, Geoffrey
author_sort Stalnaker, Thomas A
collection PubMed
description Dopamine neurons respond to errors in predicting value-neutral sensory information. These data, combined with causal evidence that dopamine transients support sensory-based associative learning, suggest that the dopamine system signals a multidimensional prediction error. Yet such complexity is not evident in the activity of individual neurons or population averages. How then do downstream areas know what to learn in response to these signals? One possibility is that information about content is contained in the pattern of firing across many dopamine neurons. Consistent with this, here we show that the pattern of firing across a small group of dopamine neurons recorded in rats signals the identity of a mis-predicted sensory event. Further, this same information is reflected in the BOLD response elicited by sensory prediction errors in human midbrain. These data provide evidence that ensembles of dopamine neurons provide highly specific teaching signals, opening new possibilities for how this system might contribute to learning.
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spelling pubmed-68399162019-11-12 Dopamine neuron ensembles signal the content of sensory prediction errors Stalnaker, Thomas A Howard, James D Takahashi, Yuji K Gershman, Samuel J Kahnt, Thorsten Schoenbaum, Geoffrey eLife Neuroscience Dopamine neurons respond to errors in predicting value-neutral sensory information. These data, combined with causal evidence that dopamine transients support sensory-based associative learning, suggest that the dopamine system signals a multidimensional prediction error. Yet such complexity is not evident in the activity of individual neurons or population averages. How then do downstream areas know what to learn in response to these signals? One possibility is that information about content is contained in the pattern of firing across many dopamine neurons. Consistent with this, here we show that the pattern of firing across a small group of dopamine neurons recorded in rats signals the identity of a mis-predicted sensory event. Further, this same information is reflected in the BOLD response elicited by sensory prediction errors in human midbrain. These data provide evidence that ensembles of dopamine neurons provide highly specific teaching signals, opening new possibilities for how this system might contribute to learning. eLife Sciences Publications, Ltd 2019-11-01 /pmc/articles/PMC6839916/ /pubmed/31674910 http://dx.doi.org/10.7554/eLife.49315 Text en http://creativecommons.org/publicdomain/zero/1.0/ http://creativecommons.org/publicdomain/zero/1.0/This is an open-access article, free of all copyright, and may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. The work is made available under the Creative Commons CC0 public domain dedication (http://creativecommons.org/publicdomain/zero/1.0/) .
spellingShingle Neuroscience
Stalnaker, Thomas A
Howard, James D
Takahashi, Yuji K
Gershman, Samuel J
Kahnt, Thorsten
Schoenbaum, Geoffrey
Dopamine neuron ensembles signal the content of sensory prediction errors
title Dopamine neuron ensembles signal the content of sensory prediction errors
title_full Dopamine neuron ensembles signal the content of sensory prediction errors
title_fullStr Dopamine neuron ensembles signal the content of sensory prediction errors
title_full_unstemmed Dopamine neuron ensembles signal the content of sensory prediction errors
title_short Dopamine neuron ensembles signal the content of sensory prediction errors
title_sort dopamine neuron ensembles signal the content of sensory prediction errors
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6839916/
https://www.ncbi.nlm.nih.gov/pubmed/31674910
http://dx.doi.org/10.7554/eLife.49315
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