Cargando…
Altered neural flexibility in children with attention-deficit/hyperactivity disorder
Attention-deficit/hyperactivity disorder (ADHD) is one of the most common neurodevelopmental disorders of childhood, and is often characterized by altered executive functioning. Executive function has been found to be supported by flexibility in dynamic brain reconfiguration. Thus, we applied multil...
Autores principales: | , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9734048/ https://www.ncbi.nlm.nih.gov/pubmed/35869272 http://dx.doi.org/10.1038/s41380-022-01706-4 |
_version_ | 1784846503480655872 |
---|---|
author | Yin, Weiyan Li, Tengfei Mucha, Peter J. Cohen, Jessica R. Zhu, Hongtu Zhu, Ziliang Lin, Weili |
author_facet | Yin, Weiyan Li, Tengfei Mucha, Peter J. Cohen, Jessica R. Zhu, Hongtu Zhu, Ziliang Lin, Weili |
author_sort | Yin, Weiyan |
collection | PubMed |
description | Attention-deficit/hyperactivity disorder (ADHD) is one of the most common neurodevelopmental disorders of childhood, and is often characterized by altered executive functioning. Executive function has been found to be supported by flexibility in dynamic brain reconfiguration. Thus, we applied multilayer community detection to resting-state fMRI data in 180 children with ADHD and 180 typically developing children (TDC) to identify alterations in dynamic brain reconfiguration in children with ADHD. We specifically evaluated MR derived neural flexibility, which is thought to underlie cognitive flexibility, or the ability to selectively switch between mental processes. Significantly decreased neural flexibility was observed in the ADHD group at both the whole brain (raw p = 0.0005) and sub-network levels (p < 0.05, FDR corrected), particularly for the default mode network, attention-related networks, executive function-related networks, and primary networks. Furthermore, the subjects with ADHD who received medication exhibited significantly increased neural flexibility (p = 0.025, FDR corrected) when compared to subjects with ADHD who were medication naïve, and their neural flexibility was not statistically different from the TDC group (p = 0.74, FDR corrected). Finally, regional neural flexibility was capable of differentiating ADHD from TDC (Accuracy: 77% for tenfold cross-validation, 74.46% for independent test) and of predicting ADHD severity using clinical measures of symptom severity (R(2): 0.2794 for tenfold cross-validation, 0.156 for independent test). In conclusion, the present study found that neural flexibility is altered in children with ADHD and demonstrated the potential clinical utility of neural flexibility to identify children with ADHD, as well as to monitor treatment responses and disease severity. |
format | Online Article Text |
id | pubmed-9734048 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-97340482022-12-11 Altered neural flexibility in children with attention-deficit/hyperactivity disorder Yin, Weiyan Li, Tengfei Mucha, Peter J. Cohen, Jessica R. Zhu, Hongtu Zhu, Ziliang Lin, Weili Mol Psychiatry Article Attention-deficit/hyperactivity disorder (ADHD) is one of the most common neurodevelopmental disorders of childhood, and is often characterized by altered executive functioning. Executive function has been found to be supported by flexibility in dynamic brain reconfiguration. Thus, we applied multilayer community detection to resting-state fMRI data in 180 children with ADHD and 180 typically developing children (TDC) to identify alterations in dynamic brain reconfiguration in children with ADHD. We specifically evaluated MR derived neural flexibility, which is thought to underlie cognitive flexibility, or the ability to selectively switch between mental processes. Significantly decreased neural flexibility was observed in the ADHD group at both the whole brain (raw p = 0.0005) and sub-network levels (p < 0.05, FDR corrected), particularly for the default mode network, attention-related networks, executive function-related networks, and primary networks. Furthermore, the subjects with ADHD who received medication exhibited significantly increased neural flexibility (p = 0.025, FDR corrected) when compared to subjects with ADHD who were medication naïve, and their neural flexibility was not statistically different from the TDC group (p = 0.74, FDR corrected). Finally, regional neural flexibility was capable of differentiating ADHD from TDC (Accuracy: 77% for tenfold cross-validation, 74.46% for independent test) and of predicting ADHD severity using clinical measures of symptom severity (R(2): 0.2794 for tenfold cross-validation, 0.156 for independent test). In conclusion, the present study found that neural flexibility is altered in children with ADHD and demonstrated the potential clinical utility of neural flexibility to identify children with ADHD, as well as to monitor treatment responses and disease severity. Nature Publishing Group UK 2022-07-22 2022 /pmc/articles/PMC9734048/ /pubmed/35869272 http://dx.doi.org/10.1038/s41380-022-01706-4 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as 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 images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Yin, Weiyan Li, Tengfei Mucha, Peter J. Cohen, Jessica R. Zhu, Hongtu Zhu, Ziliang Lin, Weili Altered neural flexibility in children with attention-deficit/hyperactivity disorder |
title | Altered neural flexibility in children with attention-deficit/hyperactivity disorder |
title_full | Altered neural flexibility in children with attention-deficit/hyperactivity disorder |
title_fullStr | Altered neural flexibility in children with attention-deficit/hyperactivity disorder |
title_full_unstemmed | Altered neural flexibility in children with attention-deficit/hyperactivity disorder |
title_short | Altered neural flexibility in children with attention-deficit/hyperactivity disorder |
title_sort | altered neural flexibility in children with attention-deficit/hyperactivity disorder |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9734048/ https://www.ncbi.nlm.nih.gov/pubmed/35869272 http://dx.doi.org/10.1038/s41380-022-01706-4 |
work_keys_str_mv | AT yinweiyan alteredneuralflexibilityinchildrenwithattentiondeficithyperactivitydisorder AT litengfei alteredneuralflexibilityinchildrenwithattentiondeficithyperactivitydisorder AT muchapeterj alteredneuralflexibilityinchildrenwithattentiondeficithyperactivitydisorder AT cohenjessicar alteredneuralflexibilityinchildrenwithattentiondeficithyperactivitydisorder AT zhuhongtu alteredneuralflexibilityinchildrenwithattentiondeficithyperactivitydisorder AT zhuziliang alteredneuralflexibilityinchildrenwithattentiondeficithyperactivitydisorder AT linweili alteredneuralflexibilityinchildrenwithattentiondeficithyperactivitydisorder |