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Individual Variability in Brain Representations of Pain
Characterizing cerebral contributions to individual variability in pain processing is crucial for personalized pain medicine but has yet to be done. Here, we address this problem by identifying brain regions with high versus low inter-individual variability in their relationship with pain. We traine...
Autores principales: | , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9435464/ https://www.ncbi.nlm.nih.gov/pubmed/35637368 http://dx.doi.org/10.1038/s41593-022-01081-x |
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author | Kohoutová, Lada Atlas, Lauren Y. Büchel, Christian Buhle, Jason T. Geuter, Stephan Jepma, Marieke Koban, Leonie Krishnan, Anjali Lee, Dong Hee Lee, Sungwoo Roy, Mathieu Schafer, Scott M. Schmidt, Liane Wager, Tor D. Woo, Choong-Wan |
author_facet | Kohoutová, Lada Atlas, Lauren Y. Büchel, Christian Buhle, Jason T. Geuter, Stephan Jepma, Marieke Koban, Leonie Krishnan, Anjali Lee, Dong Hee Lee, Sungwoo Roy, Mathieu Schafer, Scott M. Schmidt, Liane Wager, Tor D. Woo, Choong-Wan |
author_sort | Kohoutová, Lada |
collection | PubMed |
description | Characterizing cerebral contributions to individual variability in pain processing is crucial for personalized pain medicine but has yet to be done. Here, we address this problem by identifying brain regions with high versus low inter-individual variability in their relationship with pain. We trained idiographic pain-predictive models with 13 single-trial fMRI datasets (n = 404, discovery set) and quantified voxel-level importance for individualized pain prediction. With 21 regions identified as important pain predictors, we examined the inter-individual variability of local pain-predictive weights in these regions. Higher-order transmodal regions, such as ventromedial and ventrolateral prefrontal cortices, showed larger individual variability, whereas unimodal regions, such as somatomotor cortices, showed more stable pain representations across individuals. We replicated this result in an independent dataset (n = 124). Overall, our study identifies cerebral sources of individual differences in pain processing, providing potential targets for personalized assessment and treatment of pain. |
format | Online Article Text |
id | pubmed-9435464 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
record_format | MEDLINE/PubMed |
spelling | pubmed-94354642022-11-30 Individual Variability in Brain Representations of Pain Kohoutová, Lada Atlas, Lauren Y. Büchel, Christian Buhle, Jason T. Geuter, Stephan Jepma, Marieke Koban, Leonie Krishnan, Anjali Lee, Dong Hee Lee, Sungwoo Roy, Mathieu Schafer, Scott M. Schmidt, Liane Wager, Tor D. Woo, Choong-Wan Nat Neurosci Article Characterizing cerebral contributions to individual variability in pain processing is crucial for personalized pain medicine but has yet to be done. Here, we address this problem by identifying brain regions with high versus low inter-individual variability in their relationship with pain. We trained idiographic pain-predictive models with 13 single-trial fMRI datasets (n = 404, discovery set) and quantified voxel-level importance for individualized pain prediction. With 21 regions identified as important pain predictors, we examined the inter-individual variability of local pain-predictive weights in these regions. Higher-order transmodal regions, such as ventromedial and ventrolateral prefrontal cortices, showed larger individual variability, whereas unimodal regions, such as somatomotor cortices, showed more stable pain representations across individuals. We replicated this result in an independent dataset (n = 124). Overall, our study identifies cerebral sources of individual differences in pain processing, providing potential targets for personalized assessment and treatment of pain. 2022-06 2022-05-30 /pmc/articles/PMC9435464/ /pubmed/35637368 http://dx.doi.org/10.1038/s41593-022-01081-x Text en http://www.nature.com/authors/editorial_policies/license.html#termsUsers may view, print, copy, and download text and data-mine the content in such documents, for the purposes of academic research, subject always to the full Conditions of use:http://www.nature.com/authors/editorial_policies/license.html#terms |
spellingShingle | Article Kohoutová, Lada Atlas, Lauren Y. Büchel, Christian Buhle, Jason T. Geuter, Stephan Jepma, Marieke Koban, Leonie Krishnan, Anjali Lee, Dong Hee Lee, Sungwoo Roy, Mathieu Schafer, Scott M. Schmidt, Liane Wager, Tor D. Woo, Choong-Wan Individual Variability in Brain Representations of Pain |
title | Individual Variability in Brain Representations of Pain |
title_full | Individual Variability in Brain Representations of Pain |
title_fullStr | Individual Variability in Brain Representations of Pain |
title_full_unstemmed | Individual Variability in Brain Representations of Pain |
title_short | Individual Variability in Brain Representations of Pain |
title_sort | individual variability in brain representations of pain |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9435464/ https://www.ncbi.nlm.nih.gov/pubmed/35637368 http://dx.doi.org/10.1038/s41593-022-01081-x |
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