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Predicting pediatric anxiety from the temporal pole using neural responses to emotional faces

A prominent cognitive aspect of anxiety is dysregulation of emotional interpretation of facial expressions, associated with neural activity from the amygdala and prefrontal cortex. We report machine learning analysis of fMRI results supporting a key role for a third area, the temporal pole (TP) for...

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Autores principales: Sawalha, Jeffrey, Yousefnezhad, Muhammad, Selvitella, Alessandro M., Cao, Bo, Greenshaw, Andrew J., Greiner, Russell
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8373898/
https://www.ncbi.nlm.nih.gov/pubmed/34408203
http://dx.doi.org/10.1038/s41598-021-95987-4
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author Sawalha, Jeffrey
Yousefnezhad, Muhammad
Selvitella, Alessandro M.
Cao, Bo
Greenshaw, Andrew J.
Greiner, Russell
author_facet Sawalha, Jeffrey
Yousefnezhad, Muhammad
Selvitella, Alessandro M.
Cao, Bo
Greenshaw, Andrew J.
Greiner, Russell
author_sort Sawalha, Jeffrey
collection PubMed
description A prominent cognitive aspect of anxiety is dysregulation of emotional interpretation of facial expressions, associated with neural activity from the amygdala and prefrontal cortex. We report machine learning analysis of fMRI results supporting a key role for a third area, the temporal pole (TP) for childhood anxiety in this context. This finding is based on differential fMRI responses to emotional faces (angry versus fearful faces) in children with one or more of generalized anxiety, separation anxiety, and social phobia (n = 22) compared with matched controls (n = 23). In our machine learning (Adaptive Boosting) model, the right TP distinguished anxious from control children (accuracy = 81%). Involvement of the TP as significant for neurocognitive aspects of pediatric anxiety is a novel finding worthy of further investigation.
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spelling pubmed-83738982021-08-19 Predicting pediatric anxiety from the temporal pole using neural responses to emotional faces Sawalha, Jeffrey Yousefnezhad, Muhammad Selvitella, Alessandro M. Cao, Bo Greenshaw, Andrew J. Greiner, Russell Sci Rep Article A prominent cognitive aspect of anxiety is dysregulation of emotional interpretation of facial expressions, associated with neural activity from the amygdala and prefrontal cortex. We report machine learning analysis of fMRI results supporting a key role for a third area, the temporal pole (TP) for childhood anxiety in this context. This finding is based on differential fMRI responses to emotional faces (angry versus fearful faces) in children with one or more of generalized anxiety, separation anxiety, and social phobia (n = 22) compared with matched controls (n = 23). In our machine learning (Adaptive Boosting) model, the right TP distinguished anxious from control children (accuracy = 81%). Involvement of the TP as significant for neurocognitive aspects of pediatric anxiety is a novel finding worthy of further investigation. Nature Publishing Group UK 2021-08-18 /pmc/articles/PMC8373898/ /pubmed/34408203 http://dx.doi.org/10.1038/s41598-021-95987-4 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Sawalha, Jeffrey
Yousefnezhad, Muhammad
Selvitella, Alessandro M.
Cao, Bo
Greenshaw, Andrew J.
Greiner, Russell
Predicting pediatric anxiety from the temporal pole using neural responses to emotional faces
title Predicting pediatric anxiety from the temporal pole using neural responses to emotional faces
title_full Predicting pediatric anxiety from the temporal pole using neural responses to emotional faces
title_fullStr Predicting pediatric anxiety from the temporal pole using neural responses to emotional faces
title_full_unstemmed Predicting pediatric anxiety from the temporal pole using neural responses to emotional faces
title_short Predicting pediatric anxiety from the temporal pole using neural responses to emotional faces
title_sort predicting pediatric anxiety from the temporal pole using neural responses to emotional faces
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8373898/
https://www.ncbi.nlm.nih.gov/pubmed/34408203
http://dx.doi.org/10.1038/s41598-021-95987-4
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