Impairments in Probabilistic Prediction and Bayesian Learning Can Explain Reduced Neural Semantic Priming in Schizophrenia.


Journal

Schizophrenia bulletin
ISSN: 1745-1701
Titre abrégé: Schizophr Bull
Pays: United States
ID NLM: 0236760

Informations de publication

Date de publication:
01 12 2020
Historique:
pubmed: 21 5 2020
medline: 26 10 2021
entrez: 21 5 2020
Statut: ppublish

Résumé

It has been proposed that abnormalities in probabilistic prediction and dynamic belief updating explain the multiple features of schizophrenia. Here, we used electroencephalography (EEG) to ask whether these abnormalities can account for the well-established reduction in semantic priming observed in schizophrenia under nonautomatic conditions. We isolated predictive contributions to the neural semantic priming effect by manipulating the prime's predictive validity and minimizing retroactive semantic matching mechanisms. We additionally examined the link between prediction and learning using a Bayesian model that probed dynamic belief updating as participants adapted to the increase in predictive validity. We found that patients were less likely than healthy controls to use the prime to predictively facilitate semantic processing on the target, resulting in a reduced N400 effect. Moreover, the trial-by-trial output of our Bayesian computational model explained between-group differences in trial-by-trial N400 amplitudes as participants transitioned from conditions of lower to higher predictive validity. These findings suggest that, compared with healthy controls, people with schizophrenia are less able to mobilize predictive mechanisms to facilitate processing at the earliest stages of accessing the meanings of incoming words. This deficit may be linked to a failure to adapt to changes in the broader environment. This reciprocal relationship between impairments in probabilistic prediction and Bayesian learning/adaptation may drive a vicious cycle that maintains cognitive disturbances in schizophrenia.

Identifiants

pubmed: 32432697
pii: 5841144
doi: 10.1093/schbul/sbaa069
pmc: PMC7846190
doi:

Types de publication

Journal Article Research Support, N.I.H., Extramural

Langues

eng

Sous-ensembles de citation

IM

Pagination

1558-1566

Subventions

Organisme : NICHD NIH HHS
ID : R01 HD082527
Pays : United States
Organisme : NIMH NIH HHS
ID : R01 MH071635
Pays : United States

Informations de copyright

© The Author(s) 2020. Published by Oxford University Press on behalf of the Maryland Psychiatric Research Center.All rights reserved. For permissions, please email: journals.permissions@oup.com.

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Auteurs

Victoria Sharpe (V)

Department of Psychology, Tufts University, Medford, MA.

Kirsten Weber (K)

Department of Neurobiology of Language, Max Planck Institute for Psycholinguistics, Nijmegen, The Netherlands.
Donders Institute for Brain, Cognition and Behavior, Radboud University, Nijmegen, The Netherlands.

Gina R Kuperberg (GR)

Department of Psychology, Tufts University, Medford, MA.
Department of Psychiatry, Massachusetts General Hospital, Boston, MA.

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