Literature DB >> 33679485

Impaired Evidence Accumulation as a Transdiagnostic Vulnerability Factor in Psychopathology.

Chandra Sripada1, Alexander Weigard1.   

Abstract

There is substantial interest in identifying biobehavioral dimensions of individual variation that cut across heterogenous disorder categories, and computational models can play a major role in advancing this goal. In this report, we focused on efficiency of evidence accumulation (EEA), a computationally characterized variable derived from sequential sampling models of choice tasks. We created an EEA factor from three behavioral tasks in the UCLA Phenomics dataset (n = 272), which includes healthy participants (n = 130) as well-participants with schizophrenia (n = 50), bipolar disorder (n = 49), and attention-deficit/hyperactivity disorder (n = 43). We found that the EEA factor was significantly reduced in all three disorders, and that it correlated with an overall severity score for psychopathology as well as self-report measures of impulsivity. Although EEA was significantly correlated with general intelligence, it remained associated with psychopathology and symptom scales even after controlling for intelligence scores. Taken together, these findings suggest EEA is a promising computationally-characterized dimension of neurocognitive variation, with diminished EEA conferring transdiagnostic vulnerability to psychopathology.
Copyright © 2021 Sripada and Weigard.

Entities:  

Keywords:  attention-deficit/hyperactivity disorder; bipolar disorder; computational psychiatry; evidence accumulation; research domain criteria; schizophrenia; transdiagnostic

Year:  2021        PMID: 33679485      PMCID: PMC7925621          DOI: 10.3389/fpsyt.2021.627179

Source DB:  PubMed          Journal:  Front Psychiatry        ISSN: 1664-0640            Impact factor:   4.157


  4 in total

1.  Task-general efficiency of evidence accumulation as a computationally-defined neurocognitive trait: Implications for clinical neuroscience.

Authors:  Alexander Weigard; Chandra Sripada
Journal:  Biol Psychiatry Glob Open Sci       Date:  2021-03-13

2.  Fast evidence accumulation in social anxiety disorder enhances decision making in a probabilistic reward task.

Authors:  Daniel G Dillon; Amit Lazarov; Sarah Dolan; Yair Bar-Haim; Diego A Pizzagalli; Franklin R Schneier
Journal:  Emotion       Date:  2021-12-30

3.  Cognitive efficiency beats top-down control as a reliable individual difference dimension relevant to self-control.

Authors:  Alexander Weigard; D Angus Clark; Chandra Sripada
Journal:  Cognition       Date:  2021-07-09

4.  Whether implicit attitudes exist is one question, and whether we can measure individual differences effectively is another.

Authors:  Chandra Sripada
Journal:  Wiley Interdiscip Rev Cogn Sci       Date:  2022-06-23
  4 in total

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