Cargando…
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...
Autores principales: | , , , , , , , , , , , |
---|---|
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 |
_version_ | 1783600914513264640 |
---|---|
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. |
format | Online Article Text |
id | pubmed-7591042 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT crawleydaisy modelingflexiblebehaviorinchildhoodtoadulthoodshowsagedependentlearningmechanismsandlessoptimallearninginautismineachagegroup AT zhanglei modelingflexiblebehaviorinchildhoodtoadulthoodshowsagedependentlearningmechanismsandlessoptimallearninginautismineachagegroup AT jonesemilyjh modelingflexiblebehaviorinchildhoodtoadulthoodshowsagedependentlearningmechanismsandlessoptimallearninginautismineachagegroup AT ahmadjumana modelingflexiblebehaviorinchildhoodtoadulthoodshowsagedependentlearningmechanismsandlessoptimallearninginautismineachagegroup AT oakleybethany modelingflexiblebehaviorinchildhoodtoadulthoodshowsagedependentlearningmechanismsandlessoptimallearninginautismineachagegroup AT sanjosecaceresantonia modelingflexiblebehaviorinchildhoodtoadulthoodshowsagedependentlearningmechanismsandlessoptimallearninginautismineachagegroup AT charmantony modelingflexiblebehaviorinchildhoodtoadulthoodshowsagedependentlearningmechanismsandlessoptimallearninginautismineachagegroup AT buitelaarjank modelingflexiblebehaviorinchildhoodtoadulthoodshowsagedependentlearningmechanismsandlessoptimallearninginautismineachagegroup AT murphydeclangm modelingflexiblebehaviorinchildhoodtoadulthoodshowsagedependentlearningmechanismsandlessoptimallearninginautismineachagegroup AT chathamchristopher modelingflexiblebehaviorinchildhoodtoadulthoodshowsagedependentlearningmechanismsandlessoptimallearninginautismineachagegroup AT denoudenhanneke modelingflexiblebehaviorinchildhoodtoadulthoodshowsagedependentlearningmechanismsandlessoptimallearninginautismineachagegroup AT lotheva modelingflexiblebehaviorinchildhoodtoadulthoodshowsagedependentlearningmechanismsandlessoptimallearninginautismineachagegroup AT modelingflexiblebehaviorinchildhoodtoadulthoodshowsagedependentlearningmechanismsandlessoptimallearninginautismineachagegroup |