Cargando…

Multiple Functional Brain Networks Related to Pain Perception Revealed by fMRI

The rise of functional magnetic resonance imaging (fMRI) has led to a deeper understanding of cortical processing of pain. Central to these advances has been the identification and analysis of “functional networks”, often derived from groups of pre-selected pain regions. In this study our main objec...

Descripción completa

Detalles Bibliográficos
Autores principales: Damascelli, Matteo, Woodward, Todd S., Sanford, Nicole, Zahid, Hafsa B., Lim, Ryan, Scott, Alexander, Kramer, John K.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9537130/
https://www.ncbi.nlm.nih.gov/pubmed/34101115
http://dx.doi.org/10.1007/s12021-021-09527-6
_version_ 1784803131105738752
author Damascelli, Matteo
Woodward, Todd S.
Sanford, Nicole
Zahid, Hafsa B.
Lim, Ryan
Scott, Alexander
Kramer, John K.
author_facet Damascelli, Matteo
Woodward, Todd S.
Sanford, Nicole
Zahid, Hafsa B.
Lim, Ryan
Scott, Alexander
Kramer, John K.
author_sort Damascelli, Matteo
collection PubMed
description The rise of functional magnetic resonance imaging (fMRI) has led to a deeper understanding of cortical processing of pain. Central to these advances has been the identification and analysis of “functional networks”, often derived from groups of pre-selected pain regions. In this study our main objective was to identify functional brain networks related to pain perception by examining whole-brain activation, avoiding the need for a priori selection of regions. We applied a data-driven technique—Constrained Principal Component Analysis for fMRI (fMRI-CPCA)—that identifies networks without assuming their anatomical or temporal properties. Open-source fMRI data collected during a thermal pain task (33 healthy participants) were subjected to fMRI-CPCA for network extraction, and networks were associated with pain perception by modelling subjective pain ratings as a function of network activation intensities. Three functional networks emerged: a sensorimotor response network, a salience-mediated attention network, and the default-mode network. Together, these networks constituted a brain state that explained variability in pain perception, both within and between individuals, demonstrating the potential of data-driven, whole-brain functional network techniques for the analysis of pain imaging data. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s12021-021-09527-6.
format Online
Article
Text
id pubmed-9537130
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher Springer US
record_format MEDLINE/PubMed
spelling pubmed-95371302022-10-08 Multiple Functional Brain Networks Related to Pain Perception Revealed by fMRI Damascelli, Matteo Woodward, Todd S. Sanford, Nicole Zahid, Hafsa B. Lim, Ryan Scott, Alexander Kramer, John K. Neuroinformatics Original Article The rise of functional magnetic resonance imaging (fMRI) has led to a deeper understanding of cortical processing of pain. Central to these advances has been the identification and analysis of “functional networks”, often derived from groups of pre-selected pain regions. In this study our main objective was to identify functional brain networks related to pain perception by examining whole-brain activation, avoiding the need for a priori selection of regions. We applied a data-driven technique—Constrained Principal Component Analysis for fMRI (fMRI-CPCA)—that identifies networks without assuming their anatomical or temporal properties. Open-source fMRI data collected during a thermal pain task (33 healthy participants) were subjected to fMRI-CPCA for network extraction, and networks were associated with pain perception by modelling subjective pain ratings as a function of network activation intensities. Three functional networks emerged: a sensorimotor response network, a salience-mediated attention network, and the default-mode network. Together, these networks constituted a brain state that explained variability in pain perception, both within and between individuals, demonstrating the potential of data-driven, whole-brain functional network techniques for the analysis of pain imaging data. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s12021-021-09527-6. Springer US 2021-06-08 2022 /pmc/articles/PMC9537130/ /pubmed/34101115 http://dx.doi.org/10.1007/s12021-021-09527-6 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 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 Original Article
Damascelli, Matteo
Woodward, Todd S.
Sanford, Nicole
Zahid, Hafsa B.
Lim, Ryan
Scott, Alexander
Kramer, John K.
Multiple Functional Brain Networks Related to Pain Perception Revealed by fMRI
title Multiple Functional Brain Networks Related to Pain Perception Revealed by fMRI
title_full Multiple Functional Brain Networks Related to Pain Perception Revealed by fMRI
title_fullStr Multiple Functional Brain Networks Related to Pain Perception Revealed by fMRI
title_full_unstemmed Multiple Functional Brain Networks Related to Pain Perception Revealed by fMRI
title_short Multiple Functional Brain Networks Related to Pain Perception Revealed by fMRI
title_sort multiple functional brain networks related to pain perception revealed by fmri
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9537130/
https://www.ncbi.nlm.nih.gov/pubmed/34101115
http://dx.doi.org/10.1007/s12021-021-09527-6
work_keys_str_mv AT damascellimatteo multiplefunctionalbrainnetworksrelatedtopainperceptionrevealedbyfmri
AT woodwardtodds multiplefunctionalbrainnetworksrelatedtopainperceptionrevealedbyfmri
AT sanfordnicole multiplefunctionalbrainnetworksrelatedtopainperceptionrevealedbyfmri
AT zahidhafsab multiplefunctionalbrainnetworksrelatedtopainperceptionrevealedbyfmri
AT limryan multiplefunctionalbrainnetworksrelatedtopainperceptionrevealedbyfmri
AT scottalexander multiplefunctionalbrainnetworksrelatedtopainperceptionrevealedbyfmri
AT kramerjohnk multiplefunctionalbrainnetworksrelatedtopainperceptionrevealedbyfmri