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A Causal and Mediation Analysis of the Comorbidity Between Attention Deficit Hyperactivity Disorder (ADHD) and Autism Spectrum Disorder (ASD)
Autism spectrum disorder (ASD) and Attention-deficit/hyperactivity disorder (ADHD) are often comorbid. The purpose of this study is to explore the relationships between ASD and ADHD symptoms by applying causal modeling. We used a large phenotypic data set of 417 children with ASD and/or ADHD, 562 af...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5432632/ https://www.ncbi.nlm.nih.gov/pubmed/28255761 http://dx.doi.org/10.1007/s10803-017-3083-7 |
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author | Sokolova, Elena Oerlemans, Anoek M. Rommelse, Nanda N. Groot, Perry Hartman, Catharina A. Glennon, Jeffrey C. Claassen, Tom Heskes, Tom Buitelaar, Jan K. |
author_facet | Sokolova, Elena Oerlemans, Anoek M. Rommelse, Nanda N. Groot, Perry Hartman, Catharina A. Glennon, Jeffrey C. Claassen, Tom Heskes, Tom Buitelaar, Jan K. |
author_sort | Sokolova, Elena |
collection | PubMed |
description | Autism spectrum disorder (ASD) and Attention-deficit/hyperactivity disorder (ADHD) are often comorbid. The purpose of this study is to explore the relationships between ASD and ADHD symptoms by applying causal modeling. We used a large phenotypic data set of 417 children with ASD and/or ADHD, 562 affected and unaffected siblings, and 414 controls, to infer a structural equation model using a causal discovery algorithm. Three distinct pathways between ASD and ADHD were identified: (1) from impulsivity to difficulties with understanding social information, (2) from hyperactivity to stereotypic, repetitive behavior, (3) a pairwise pathway between inattention, difficulties with understanding social information, and verbal IQ. These findings may inform future studies on understanding the pathophysiological mechanisms behind the overlap between ASD and ADHD. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1007/s10803-017-3083-7) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-5432632 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-54326322017-05-31 A Causal and Mediation Analysis of the Comorbidity Between Attention Deficit Hyperactivity Disorder (ADHD) and Autism Spectrum Disorder (ASD) Sokolova, Elena Oerlemans, Anoek M. Rommelse, Nanda N. Groot, Perry Hartman, Catharina A. Glennon, Jeffrey C. Claassen, Tom Heskes, Tom Buitelaar, Jan K. J Autism Dev Disord Original Paper Autism spectrum disorder (ASD) and Attention-deficit/hyperactivity disorder (ADHD) are often comorbid. The purpose of this study is to explore the relationships between ASD and ADHD symptoms by applying causal modeling. We used a large phenotypic data set of 417 children with ASD and/or ADHD, 562 affected and unaffected siblings, and 414 controls, to infer a structural equation model using a causal discovery algorithm. Three distinct pathways between ASD and ADHD were identified: (1) from impulsivity to difficulties with understanding social information, (2) from hyperactivity to stereotypic, repetitive behavior, (3) a pairwise pathway between inattention, difficulties with understanding social information, and verbal IQ. These findings may inform future studies on understanding the pathophysiological mechanisms behind the overlap between ASD and ADHD. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1007/s10803-017-3083-7) contains supplementary material, which is available to authorized users. Springer US 2017-03-02 2017 /pmc/articles/PMC5432632/ /pubmed/28255761 http://dx.doi.org/10.1007/s10803-017-3083-7 Text en © The Author(s) 2017 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. |
spellingShingle | Original Paper Sokolova, Elena Oerlemans, Anoek M. Rommelse, Nanda N. Groot, Perry Hartman, Catharina A. Glennon, Jeffrey C. Claassen, Tom Heskes, Tom Buitelaar, Jan K. A Causal and Mediation Analysis of the Comorbidity Between Attention Deficit Hyperactivity Disorder (ADHD) and Autism Spectrum Disorder (ASD) |
title | A Causal and Mediation Analysis of the Comorbidity Between Attention Deficit Hyperactivity Disorder (ADHD) and Autism Spectrum Disorder (ASD) |
title_full | A Causal and Mediation Analysis of the Comorbidity Between Attention Deficit Hyperactivity Disorder (ADHD) and Autism Spectrum Disorder (ASD) |
title_fullStr | A Causal and Mediation Analysis of the Comorbidity Between Attention Deficit Hyperactivity Disorder (ADHD) and Autism Spectrum Disorder (ASD) |
title_full_unstemmed | A Causal and Mediation Analysis of the Comorbidity Between Attention Deficit Hyperactivity Disorder (ADHD) and Autism Spectrum Disorder (ASD) |
title_short | A Causal and Mediation Analysis of the Comorbidity Between Attention Deficit Hyperactivity Disorder (ADHD) and Autism Spectrum Disorder (ASD) |
title_sort | causal and mediation analysis of the comorbidity between attention deficit hyperactivity disorder (adhd) and autism spectrum disorder (asd) |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5432632/ https://www.ncbi.nlm.nih.gov/pubmed/28255761 http://dx.doi.org/10.1007/s10803-017-3083-7 |
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