Cargando…
Impaired Evidence Accumulation as a Transdiagnostic Vulnerability Factor in Psychopathology
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 computatio...
Autores principales: | , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7925621/ https://www.ncbi.nlm.nih.gov/pubmed/33679485 http://dx.doi.org/10.3389/fpsyt.2021.627179 |
_version_ | 1783659309226262528 |
---|---|
author | Sripada, Chandra Weigard, Alexander |
author_facet | Sripada, Chandra Weigard, Alexander |
author_sort | Sripada, Chandra |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-7925621 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-79256212021-03-04 Impaired Evidence Accumulation as a Transdiagnostic Vulnerability Factor in Psychopathology Sripada, Chandra Weigard, Alexander Front Psychiatry Psychiatry 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. Frontiers Media S.A. 2021-02-17 /pmc/articles/PMC7925621/ /pubmed/33679485 http://dx.doi.org/10.3389/fpsyt.2021.627179 Text en Copyright © 2021 Sripada and Weigard. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Psychiatry Sripada, Chandra Weigard, Alexander Impaired Evidence Accumulation as a Transdiagnostic Vulnerability Factor in Psychopathology |
title | Impaired Evidence Accumulation as a Transdiagnostic Vulnerability Factor in Psychopathology |
title_full | Impaired Evidence Accumulation as a Transdiagnostic Vulnerability Factor in Psychopathology |
title_fullStr | Impaired Evidence Accumulation as a Transdiagnostic Vulnerability Factor in Psychopathology |
title_full_unstemmed | Impaired Evidence Accumulation as a Transdiagnostic Vulnerability Factor in Psychopathology |
title_short | Impaired Evidence Accumulation as a Transdiagnostic Vulnerability Factor in Psychopathology |
title_sort | impaired evidence accumulation as a transdiagnostic vulnerability factor in psychopathology |
topic | Psychiatry |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7925621/ https://www.ncbi.nlm.nih.gov/pubmed/33679485 http://dx.doi.org/10.3389/fpsyt.2021.627179 |
work_keys_str_mv | AT sripadachandra impairedevidenceaccumulationasatransdiagnosticvulnerabilityfactorinpsychopathology AT weigardalexander impairedevidenceaccumulationasatransdiagnosticvulnerabilityfactorinpsychopathology |