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Modeling flexible behavior in childhood to adulthood shows age-dependent learning mechanisms and less optimal learning in autism in each age group

Flexible behavior is critical for everyday decision-making and has been implicated in restricted, repetitive behaviors (RRB) in autism spectrum disorder (ASD). However, how flexible behavior changes developmentally in ASD remains largely unknown. Here, we used a developmental approach and examined f...

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Autores principales: Crawley, Daisy, Zhang, Lei, Jones, Emily J. H., Ahmad, Jumana, Oakley, Bethany, San José Cáceres, Antonia, Charman, Tony, Buitelaar, Jan K., Murphy, Declan G. M., Chatham, Christopher, den Ouden, Hanneke, Loth, Eva
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7591042/
https://www.ncbi.nlm.nih.gov/pubmed/33108370
http://dx.doi.org/10.1371/journal.pbio.3000908
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author Crawley, Daisy
Zhang, Lei
Jones, Emily J. H.
Ahmad, Jumana
Oakley, Bethany
San José Cáceres, Antonia
Charman, Tony
Buitelaar, Jan K.
Murphy, Declan G. M.
Chatham, Christopher
den Ouden, Hanneke
Loth, Eva
author_facet Crawley, Daisy
Zhang, Lei
Jones, Emily J. H.
Ahmad, Jumana
Oakley, Bethany
San José Cáceres, Antonia
Charman, Tony
Buitelaar, Jan K.
Murphy, Declan G. M.
Chatham, Christopher
den Ouden, Hanneke
Loth, Eva
author_sort Crawley, Daisy
collection PubMed
description Flexible behavior is critical for everyday decision-making and has been implicated in restricted, repetitive behaviors (RRB) in autism spectrum disorder (ASD). However, how flexible behavior changes developmentally in ASD remains largely unknown. Here, we used a developmental approach and examined flexible behavior on a probabilistic reversal learning task in 572 children, adolescents, and adults (ASD N = 321; typical development [TD] N = 251). Using computational modeling, we quantified latent variables that index mechanisms underlying perseveration and feedback sensitivity. We then assessed these variables in relation to diagnosis, developmental stage, core autism symptomatology, and associated psychiatric symptoms. Autistic individuals showed on average more perseveration and less feedback sensitivity than TD individuals, and, across cases and controls, older age groups showed more feedback sensitivity than younger age groups. Computational modeling revealed that dominant learning mechanisms underpinning flexible behavior differed across developmental stages and reduced flexible behavior in ASD was driven by less optimal learning on average within each age group. In autistic children, perseverative errors were positively related to anxiety symptoms, and in autistic adults, perseveration (indexed by both task errors and model parameter estimates) was positively related to RRB. These findings provide novel insights into reduced flexible behavior in relation to clinical symptoms in ASD.
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spelling pubmed-75910422020-10-30 Modeling flexible behavior in childhood to adulthood shows age-dependent learning mechanisms and less optimal learning in autism in each age group Crawley, Daisy Zhang, Lei Jones, Emily J. H. Ahmad, Jumana Oakley, Bethany San José Cáceres, Antonia Charman, Tony Buitelaar, Jan K. Murphy, Declan G. M. Chatham, Christopher den Ouden, Hanneke Loth, Eva PLoS Biol Research Article Flexible behavior is critical for everyday decision-making and has been implicated in restricted, repetitive behaviors (RRB) in autism spectrum disorder (ASD). However, how flexible behavior changes developmentally in ASD remains largely unknown. Here, we used a developmental approach and examined flexible behavior on a probabilistic reversal learning task in 572 children, adolescents, and adults (ASD N = 321; typical development [TD] N = 251). Using computational modeling, we quantified latent variables that index mechanisms underlying perseveration and feedback sensitivity. We then assessed these variables in relation to diagnosis, developmental stage, core autism symptomatology, and associated psychiatric symptoms. Autistic individuals showed on average more perseveration and less feedback sensitivity than TD individuals, and, across cases and controls, older age groups showed more feedback sensitivity than younger age groups. Computational modeling revealed that dominant learning mechanisms underpinning flexible behavior differed across developmental stages and reduced flexible behavior in ASD was driven by less optimal learning on average within each age group. In autistic children, perseverative errors were positively related to anxiety symptoms, and in autistic adults, perseveration (indexed by both task errors and model parameter estimates) was positively related to RRB. These findings provide novel insights into reduced flexible behavior in relation to clinical symptoms in ASD. Public Library of Science 2020-10-27 /pmc/articles/PMC7591042/ /pubmed/33108370 http://dx.doi.org/10.1371/journal.pbio.3000908 Text en © 2020 Crawley et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Crawley, Daisy
Zhang, Lei
Jones, Emily J. H.
Ahmad, Jumana
Oakley, Bethany
San José Cáceres, Antonia
Charman, Tony
Buitelaar, Jan K.
Murphy, Declan G. M.
Chatham, Christopher
den Ouden, Hanneke
Loth, Eva
Modeling flexible behavior in childhood to adulthood shows age-dependent learning mechanisms and less optimal learning in autism in each age group
title Modeling flexible behavior in childhood to adulthood shows age-dependent learning mechanisms and less optimal learning in autism in each age group
title_full Modeling flexible behavior in childhood to adulthood shows age-dependent learning mechanisms and less optimal learning in autism in each age group
title_fullStr Modeling flexible behavior in childhood to adulthood shows age-dependent learning mechanisms and less optimal learning in autism in each age group
title_full_unstemmed Modeling flexible behavior in childhood to adulthood shows age-dependent learning mechanisms and less optimal learning in autism in each age group
title_short Modeling flexible behavior in childhood to adulthood shows age-dependent learning mechanisms and less optimal learning in autism in each age group
title_sort modeling flexible behavior in childhood to adulthood shows age-dependent learning mechanisms and less optimal learning in autism in each age group
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7591042/
https://www.ncbi.nlm.nih.gov/pubmed/33108370
http://dx.doi.org/10.1371/journal.pbio.3000908
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