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Distributed midbrain responses signal the content of positive identity prediction errors.

Thorsten Kahnt, Ph.D.

Study Author Thorsten Kahnt, Ph.D.

Featured Paper of the Month – April 2025

Published in Current Biology by Thorsten Kahnt of the NIDA IRP Learning and Decision-Making Unit.

Summary

Neural responses in the dopaminergic midbrain are known to respond to unexpected changes in the value of predicted rewards (that is, how pleasant, appetitive, or preferrable the rewards are). Recent studies across different species have shown that this brain area also responds to unexpected changes in sensory features of predicted rewards, even when these features are unrelated to value. To support learning of predictive associations, such identity prediction errors (iPEs) should contain specific information about what was mis-predicted. In this study, we used pattern-based analysis of functional magnetic resonance imaging (fMRI) data collected during a learning task to examine the information content of iPE responses in the human midbrain. We found that midbrain responses to identity prediction errors contained information about the identity of the unexpectedly received rewards (positive iPE), but not about the identity of omitted rewards (negative iPE). These findings demonstrate that midbrain responses convey information about the identity of unexpected outcomes, which could help forming associations between stimuli and specific outcomes.

Publication Information

Howard, James D; Edmonds, Donnisa; Schoenbaum, Geoffrey; Kahnt, Thorsten

Distributed midbrain responses signal the content of positive identity prediction errors Journal Article

In: Curr Biol, vol. 34, no. 18, pp. 4240–4247.e4, 2024, ISSN: 1879-0445.

Abstract | Links

@article{pmid39197457,
title = {Distributed midbrain responses signal the content of positive identity prediction errors},
author = {James D Howard and Donnisa Edmonds and Geoffrey Schoenbaum and Thorsten Kahnt},
url = {https://pubmed.ncbi.nlm.nih.gov/39197457/},
doi = {10.1016/j.cub.2024.07.105},
issn = {1879-0445},
year = {2024},
date = {2024-09-01},
urldate = {2024-09-01},
journal = {Curr Biol},
volume = {34},
number = {18},
pages = {4240--4247.e4},
abstract = {Recent work across species has shown that midbrain dopamine neurons signal not only errors in the prediction of reward value but also in the prediction of value-neutral sensory features. To support learning of associative structures in downstream areas, identity prediction errors (iPEs) should signal specific information about the mis-predicted outcome. Here, we used pattern-based analysis of functional magnetic resonance imaging (fMRI) data acquired during reversal learning to characterize the information content of iPE responses in the human midbrain. We find that fMRI responses to value-neutral identity errors contain information about the identity of the unexpectedly received reward (positive iPE+) but not about the identity of the omitted reward (negative iPE-). Exploratory analyses revealed representations of iPE- in the dorsomedial prefrontal cortex. These results demonstrate that ensemble midbrain responses to value-neutral identity errors convey information about the identity of unexpectedly received outcomes, which could shape the formation of novel stimulus-outcome associations that constitute cognitive maps.},
keywords = {},
pubstate = {published},
tppubtype = {article}
}

Close

Recent work across species has shown that midbrain dopamine neurons signal not only errors in the prediction of reward value but also in the prediction of value-neutral sensory features. To support learning of associative structures in downstream areas, identity prediction errors (iPEs) should signal specific information about the mis-predicted outcome. Here, we used pattern-based analysis of functional magnetic resonance imaging (fMRI) data acquired during reversal learning to characterize the information content of iPE responses in the human midbrain. We find that fMRI responses to value-neutral identity errors contain information about the identity of the unexpectedly received reward (positive iPE+) but not about the identity of the omitted reward (negative iPE-). Exploratory analyses revealed representations of iPE- in the dorsomedial prefrontal cortex. These results demonstrate that ensemble midbrain responses to value-neutral identity errors convey information about the identity of unexpectedly received outcomes, which could shape the formation of novel stimulus-outcome associations that constitute cognitive maps.

Close

  • https://pubmed.ncbi.nlm.nih.gov/39197457/
  • doi:10.1016/j.cub.2024.07.105

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