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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2019
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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. |
format | Online Article Text |
id | pubmed-6873531 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
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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