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Transdiagnostic associations across communication, cognitive, and behavioural problems in a developmentally at-risk population: a network approach

BACKGROUND: Communication, behavioural, and executive function problems often co-occur in childhood. Previous attempts to identify the origins of these comorbidities have typically relied on comparisons of different deficit groups and/or latent variable models. Here we apply a network approach to a...

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Autores principales: Mareva, Silvana, Holmes, Joni
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6873531/
https://www.ncbi.nlm.nih.gov/pubmed/31752809
http://dx.doi.org/10.1186/s12887-019-1818-7
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author Mareva, Silvana
Holmes, Joni
author_facet Mareva, Silvana
Holmes, Joni
author_sort Mareva, Silvana
collection PubMed
description BACKGROUND: Communication, behavioural, and executive function problems often co-occur in childhood. Previous attempts to identify the origins of these comorbidities have typically relied on comparisons of different deficit groups and/or latent variable models. Here we apply a network approach to a heterogeneous sample of struggling learners to conceptualise these comorbidities as a dynamic system of interacting difficulties. METHODS: 714 children struggling with attention, learning, and/or memory were included. The sample consisted of children with both diagnosed (41%) and undiagnosed difficulties. The conditional independence network of parent ratings of everyday behaviour, cognition, and communication was estimated. RESULTS: A clustering coefficient identified four interconnected areas of difficulty: (1) structural language and learning; (2) pragmatics and peer relationships; (3) behavioural and emotional problems; and (4) cognitive skills. Emotional and behavioural symptoms shared multiple direct connections with pragmatic abilities and cognitive problems, but not with structural language skills or learning problems. Poor structural language and cognitive skills were associated with learning problems. Centrality indices highlighted working memory and language coherence as symptoms bridging different problem areas. CONCLUSION: The network model identified four areas of difficulty and potential bridging symptoms. Although the current analytic framework does not provide causal evidence, it is possible that bridging symptoms may be the origins of comorbidities observed on a dimensional level; problems in these areas may cascade and activate problems in other areas of the network. The potential value of applying a dynamic systems network approach to symptoms of developmental disorders is discussed.
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spelling pubmed-68735312019-12-12 Transdiagnostic associations across communication, cognitive, and behavioural problems in a developmentally at-risk population: a network approach Mareva, Silvana Holmes, Joni BMC Pediatr Research Article BACKGROUND: Communication, behavioural, and executive function problems often co-occur in childhood. Previous attempts to identify the origins of these comorbidities have typically relied on comparisons of different deficit groups and/or latent variable models. Here we apply a network approach to a heterogeneous sample of struggling learners to conceptualise these comorbidities as a dynamic system of interacting difficulties. METHODS: 714 children struggling with attention, learning, and/or memory were included. The sample consisted of children with both diagnosed (41%) and undiagnosed difficulties. The conditional independence network of parent ratings of everyday behaviour, cognition, and communication was estimated. RESULTS: A clustering coefficient identified four interconnected areas of difficulty: (1) structural language and learning; (2) pragmatics and peer relationships; (3) behavioural and emotional problems; and (4) cognitive skills. Emotional and behavioural symptoms shared multiple direct connections with pragmatic abilities and cognitive problems, but not with structural language skills or learning problems. Poor structural language and cognitive skills were associated with learning problems. Centrality indices highlighted working memory and language coherence as symptoms bridging different problem areas. CONCLUSION: The network model identified four areas of difficulty and potential bridging symptoms. Although the current analytic framework does not provide causal evidence, it is possible that bridging symptoms may be the origins of comorbidities observed on a dimensional level; problems in these areas may cascade and activate problems in other areas of the network. The potential value of applying a dynamic systems network approach to symptoms of developmental disorders is discussed. BioMed Central 2019-11-21 /pmc/articles/PMC6873531/ /pubmed/31752809 http://dx.doi.org/10.1186/s12887-019-1818-7 Text en © The Author(s). 2019 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Research Article
Mareva, Silvana
Holmes, Joni
Transdiagnostic associations across communication, cognitive, and behavioural problems in a developmentally at-risk population: a network approach
title Transdiagnostic associations across communication, cognitive, and behavioural problems in a developmentally at-risk population: a network approach
title_full Transdiagnostic associations across communication, cognitive, and behavioural problems in a developmentally at-risk population: a network approach
title_fullStr Transdiagnostic associations across communication, cognitive, and behavioural problems in a developmentally at-risk population: a network approach
title_full_unstemmed Transdiagnostic associations across communication, cognitive, and behavioural problems in a developmentally at-risk population: a network approach
title_short Transdiagnostic associations across communication, cognitive, and behavioural problems in a developmentally at-risk population: a network approach
title_sort transdiagnostic associations across communication, cognitive, and behavioural problems in a developmentally at-risk population: a network approach
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6873531/
https://www.ncbi.nlm.nih.gov/pubmed/31752809
http://dx.doi.org/10.1186/s12887-019-1818-7
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