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A distributed fMRI-based signature for the subjective experience of fear
The specific neural systems underlying the subjective feeling of fear are debated in affective neuroscience. Here, we combine functional MRI with machine learning to identify and evaluate a sensitive and generalizable neural signature predictive of the momentary self-reported subjective fear experie...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8599690/ https://www.ncbi.nlm.nih.gov/pubmed/34789745 http://dx.doi.org/10.1038/s41467-021-26977-3 |
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author | Zhou, Feng Zhao, Weihua Qi, Ziyu Geng, Yayuan Yao, Shuxia Kendrick, Keith M. Wager, Tor D. Becker, Benjamin |
author_facet | Zhou, Feng Zhao, Weihua Qi, Ziyu Geng, Yayuan Yao, Shuxia Kendrick, Keith M. Wager, Tor D. Becker, Benjamin |
author_sort | Zhou, Feng |
collection | PubMed |
description | The specific neural systems underlying the subjective feeling of fear are debated in affective neuroscience. Here, we combine functional MRI with machine learning to identify and evaluate a sensitive and generalizable neural signature predictive of the momentary self-reported subjective fear experience across discovery (n = 67), validation (n = 20) and generalization (n = 31) cohorts. We systematically demonstrate that accurate fear prediction crucially requires distributed brain systems, with important contributions from cortical (e.g., prefrontal, midcingulate and insular cortices) and subcortical (e.g., thalamus, periaqueductal gray, basal forebrain and amygdala) regions. We further demonstrate that the neural representation of subjective fear is distinguishable from the representation of conditioned threat and general negative affect. Overall, our findings suggest that subjective fear, which exhibits distinct neural representation with some other aversive states, is encoded in distributed systems rather than isolated ‘fear centers’. |
format | Online Article Text |
id | pubmed-8599690 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-85996902021-11-19 A distributed fMRI-based signature for the subjective experience of fear Zhou, Feng Zhao, Weihua Qi, Ziyu Geng, Yayuan Yao, Shuxia Kendrick, Keith M. Wager, Tor D. Becker, Benjamin Nat Commun Article The specific neural systems underlying the subjective feeling of fear are debated in affective neuroscience. Here, we combine functional MRI with machine learning to identify and evaluate a sensitive and generalizable neural signature predictive of the momentary self-reported subjective fear experience across discovery (n = 67), validation (n = 20) and generalization (n = 31) cohorts. We systematically demonstrate that accurate fear prediction crucially requires distributed brain systems, with important contributions from cortical (e.g., prefrontal, midcingulate and insular cortices) and subcortical (e.g., thalamus, periaqueductal gray, basal forebrain and amygdala) regions. We further demonstrate that the neural representation of subjective fear is distinguishable from the representation of conditioned threat and general negative affect. Overall, our findings suggest that subjective fear, which exhibits distinct neural representation with some other aversive states, is encoded in distributed systems rather than isolated ‘fear centers’. Nature Publishing Group UK 2021-11-17 /pmc/articles/PMC8599690/ /pubmed/34789745 http://dx.doi.org/10.1038/s41467-021-26977-3 Text en © The Author(s) 2021 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 Zhou, Feng Zhao, Weihua Qi, Ziyu Geng, Yayuan Yao, Shuxia Kendrick, Keith M. Wager, Tor D. Becker, Benjamin A distributed fMRI-based signature for the subjective experience of fear |
title | A distributed fMRI-based signature for the subjective experience of fear |
title_full | A distributed fMRI-based signature for the subjective experience of fear |
title_fullStr | A distributed fMRI-based signature for the subjective experience of fear |
title_full_unstemmed | A distributed fMRI-based signature for the subjective experience of fear |
title_short | A distributed fMRI-based signature for the subjective experience of fear |
title_sort | distributed fmri-based signature for the subjective experience of fear |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8599690/ https://www.ncbi.nlm.nih.gov/pubmed/34789745 http://dx.doi.org/10.1038/s41467-021-26977-3 |
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