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Delineation between different components of chronic pain using dimension reduction – an ASL fMRI study in hand osteoarthritis

BACKGROUND: Traditional psychometric measures aimed at characterizing the pain experience often show considerable overlap, due to interlinked affective and modulatory processes under central nervous system control. Neuroimaging studies have been employed to investigate this complexity of pain proces...

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Autores principales: Keszthelyi, D., Aziz, Q., Ruffle, J.K., O'Daly, O., Sanders, D., Krause, K., Williams, S.C.R., Howard, M.A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6055802/
https://www.ncbi.nlm.nih.gov/pubmed/29520913
http://dx.doi.org/10.1002/ejp.1212
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author Keszthelyi, D.
Aziz, Q.
Ruffle, J.K.
O'Daly, O.
Sanders, D.
Krause, K.
Williams, S.C.R.
Howard, M.A.
author_facet Keszthelyi, D.
Aziz, Q.
Ruffle, J.K.
O'Daly, O.
Sanders, D.
Krause, K.
Williams, S.C.R.
Howard, M.A.
author_sort Keszthelyi, D.
collection PubMed
description BACKGROUND: Traditional psychometric measures aimed at characterizing the pain experience often show considerable overlap, due to interlinked affective and modulatory processes under central nervous system control. Neuroimaging studies have been employed to investigate this complexity of pain processing, in an attempt to provide a quantifiable, adjunctive description of pain perception. In this exploratory study, we examine psychometric and neuroimaging data from 38 patients with painful osteoarthritis of the carpometacarpal joint. We had two aims: first, to utilize principal component analysis (PCA) as a dimension reduction strategy across multiple self‐reported endpoints of pain, cognitive and affective functioning; second, to investigate the relationship between identified dimensions and regional cerebral blood flow (rCBF) as an indirect measure of brain activity underpinning their ongoing pain experiences. METHODS: Psychometric data were collected using validated questionnaires. Quantitative estimates of rCBF were acquired using pseudo‐continuous arterial spin‐labelled functional magnetic resonance imaging. RESULTS: Two principal components were identified that accounted for 73% of data variance; one related to pain scores and a second to psychological traits. Voxel‐wise multiple regression analysis revealed a significant negative association between the ‘pain score’ component and rCBF to a right temporal lobe cluster, including the amygdala and the parahippocampal cortex. CONCLUSION: We suggest this association may represent a coping mechanism that aims to reduce fear‐related pain‐anxiety. Further investigation of central brain processing mechanisms in osteoarthritis‐related pain may offer insights into more effective therapeutic strategies. SIGNIFICANCE: This study demonstrates that dimension reduction using PCA allows insight into pain perception and its affective components in relation to brain activation patterns in patients with painful hand osteoarthritis.
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spelling pubmed-60558022018-07-30 Delineation between different components of chronic pain using dimension reduction – an ASL fMRI study in hand osteoarthritis Keszthelyi, D. Aziz, Q. Ruffle, J.K. O'Daly, O. Sanders, D. Krause, K. Williams, S.C.R. Howard, M.A. Eur J Pain Original Articles BACKGROUND: Traditional psychometric measures aimed at characterizing the pain experience often show considerable overlap, due to interlinked affective and modulatory processes under central nervous system control. Neuroimaging studies have been employed to investigate this complexity of pain processing, in an attempt to provide a quantifiable, adjunctive description of pain perception. In this exploratory study, we examine psychometric and neuroimaging data from 38 patients with painful osteoarthritis of the carpometacarpal joint. We had two aims: first, to utilize principal component analysis (PCA) as a dimension reduction strategy across multiple self‐reported endpoints of pain, cognitive and affective functioning; second, to investigate the relationship between identified dimensions and regional cerebral blood flow (rCBF) as an indirect measure of brain activity underpinning their ongoing pain experiences. METHODS: Psychometric data were collected using validated questionnaires. Quantitative estimates of rCBF were acquired using pseudo‐continuous arterial spin‐labelled functional magnetic resonance imaging. RESULTS: Two principal components were identified that accounted for 73% of data variance; one related to pain scores and a second to psychological traits. Voxel‐wise multiple regression analysis revealed a significant negative association between the ‘pain score’ component and rCBF to a right temporal lobe cluster, including the amygdala and the parahippocampal cortex. CONCLUSION: We suggest this association may represent a coping mechanism that aims to reduce fear‐related pain‐anxiety. Further investigation of central brain processing mechanisms in osteoarthritis‐related pain may offer insights into more effective therapeutic strategies. SIGNIFICANCE: This study demonstrates that dimension reduction using PCA allows insight into pain perception and its affective components in relation to brain activation patterns in patients with painful hand osteoarthritis. John Wiley and Sons Inc. 2018-04-16 2018-08 /pmc/articles/PMC6055802/ /pubmed/29520913 http://dx.doi.org/10.1002/ejp.1212 Text en © 2018 The Authors. European Journal of Pain published by John Wiley & Sons Ltd on behalf of European Pain Federation ‐ EFIC® This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Original Articles
Keszthelyi, D.
Aziz, Q.
Ruffle, J.K.
O'Daly, O.
Sanders, D.
Krause, K.
Williams, S.C.R.
Howard, M.A.
Delineation between different components of chronic pain using dimension reduction – an ASL fMRI study in hand osteoarthritis
title Delineation between different components of chronic pain using dimension reduction – an ASL fMRI study in hand osteoarthritis
title_full Delineation between different components of chronic pain using dimension reduction – an ASL fMRI study in hand osteoarthritis
title_fullStr Delineation between different components of chronic pain using dimension reduction – an ASL fMRI study in hand osteoarthritis
title_full_unstemmed Delineation between different components of chronic pain using dimension reduction – an ASL fMRI study in hand osteoarthritis
title_short Delineation between different components of chronic pain using dimension reduction – an ASL fMRI study in hand osteoarthritis
title_sort delineation between different components of chronic pain using dimension reduction – an asl fmri study in hand osteoarthritis
topic Original Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6055802/
https://www.ncbi.nlm.nih.gov/pubmed/29520913
http://dx.doi.org/10.1002/ejp.1212
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