Literature DB >> 28406662

Explicit and implicit reinforcement learning across the psychosis spectrum.

Deanna M Barch1, Cameron S Carter2, James M Gold3, Sheri L Johnson4, Ann M Kring4, Angus W MacDonald5, Diego A Pizzagalli6, J Daniel Ragland2, Steven M Silverstein7, Milton E Strauss8.   

Abstract

Motivational and hedonic impairments are core features of a variety of types of psychopathology. An important aspect of motivational function is reinforcement learning (RL), including implicit (i.e., outside of conscious awareness) and explicit (i.e., including explicit representations about potential reward associations) learning, as well as both positive reinforcement (learning about actions that lead to reward) and punishment (learning to avoid actions that lead to loss). Here we present data from paradigms designed to assess both positive and negative components of both implicit and explicit RL, examine performance on each of these tasks among individuals with schizophrenia, schizoaffective disorder, and bipolar disorder with psychosis, and examine their relative relationships to specific symptom domains transdiagnostically. None of the diagnostic groups differed significantly from controls on the implicit RL tasks in either bias toward a rewarded response or bias away from a punished response. However, on the explicit RL task, both the individuals with schizophrenia and schizoaffective disorder performed significantly worse than controls, but the individuals with bipolar did not. Worse performance on the explicit RL task, but not the implicit RL task, was related to worse motivation and pleasure symptoms across all diagnostic categories. Performance on explicit RL, but not implicit RL, was related to working memory, which accounted for some of the diagnostic group differences. However, working memory did not account for the relationship of explicit RL to motivation and pleasure symptoms. These findings suggest transdiagnostic relationships across the spectrum of psychotic disorders between motivation and pleasure impairments and explicit RL. (PsycINFO Database Record (c) 2017 APA, all rights reserved).

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Year:  2017        PMID: 28406662      PMCID: PMC5503766          DOI: 10.1037/abn0000259

Source DB:  PubMed          Journal:  J Abnorm Psychol        ISSN: 0021-843X


  110 in total

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Review 2.  Performance-based measures of functional skills: usefulness in clinical treatment studies.

Authors:  Philip D Harvey; Dawn I Velligan; Alan S Bellack
Journal:  Schizophr Bull       Date:  2007-05-09       Impact factor: 9.306

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4.  Working memory contributions to reinforcement learning impairments in schizophrenia.

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5.  A mechanistic account of striatal dopamine function in human cognition: psychopharmacological studies with cabergoline and haloperidol.

Authors:  Michael J Frank; Randall C O'Reilly
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6.  Set shifting and reversal learning in patients with bipolar disorder or schizophrenia.

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7.  Decision-making impairments in the context of intact reward sensitivity in schizophrenia.

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Review 8.  The ubiquity of model-based reinforcement learning.

Authors:  Bradley B Doll; Dylan A Simon; Nathaniel D Daw
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9.  Reconciling the role of serotonin in behavioral inhibition and aversion: acute tryptophan depletion abolishes punishment-induced inhibition in humans.

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Journal:  PLoS One       Date:  2013-02-27       Impact factor: 3.240

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  34 in total

1.  From neuroimaging to daily functioning: A multimethod analysis of reward anticipation in people with schizophrenia.

Authors:  Erin K Moran; Adam J Culbreth; Sridhar Kandala; Deanna M Barch
Journal:  J Abnorm Psychol       Date:  2019-08-29

2.  Probabilistic reinforcement learning abnormalities and their correlates in adolescent bipolar disorders.

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Journal:  J Abnorm Psychol       Date:  2018-11

3.  Abnormal approach-related motivation but spared reinforcement learning in MDD: Evidence from fronto-midline Theta oscillations and frontal Alpha asymmetry.

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Journal:  Cogn Affect Behav Neurosci       Date:  2019-06       Impact factor: 3.282

4.  Working Memory Impairment Across Psychotic disorders.

Authors:  James M Gold; Deanna M Barch; Leah M Feuerstahler; Cameron S Carter; Angus W MacDonald; J Daniel Ragland; Steven M Silverstein; Milton E Strauss; Steven J Luck
Journal:  Schizophr Bull       Date:  2019-06-18       Impact factor: 9.306

5.  Dissecting the impact of depression on decision-making.

Authors:  Victoria M Lawlor; Christian A Webb; Thomas V Wiecki; Michael J Frank; Madhukar Trivedi; Diego A Pizzagalli; Daniel G Dillon
Journal:  Psychol Med       Date:  2019-07-08       Impact factor: 7.723

6.  Effortful goal-directed behavior in schizophrenia: Computational subtypes and associations with cognition.

Authors:  Jessica A Cooper; Deanna M Barch; L Felice Reddy; William P Horan; Michael F Green; Michael T Treadway
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7.  Distinguishing patterns of impairment on inhibitory control and general cognitive ability among bipolar with and without psychosis, schizophrenia, and schizoaffective disorder.

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Journal:  Schizophr Res       Date:  2020-07-14       Impact factor: 4.939

8.  Effort-Based Decision-Making in Schizophrenia.

Authors:  Adam J Culbreth; Erin K Moran; Deanna M Barch
Journal:  Curr Opin Behav Sci       Date:  2017-12-22

Review 9.  Translational Assessments of Reward and Anhedonia: A Tribute to Athina Markou.

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10.  Reduced Neural Sensitivity to Social vs Nonsocial Reward in Schizophrenia.

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