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Brain activity measured by functional brain imaging predicts breathlessness improvement during pulmonary rehabilitation
BACKGROUND: Chronic breathlessness in chronic obstructive pulmonary disease (COPD) is effectively treated with pulmonary rehabilitation. However, baseline patient characteristics predicting improvements in breathlessness are unknown. This knowledge may provide better understanding of the mechanisms...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BMJ Publishing Group
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10447378/ https://www.ncbi.nlm.nih.gov/pubmed/36572534 http://dx.doi.org/10.1136/thorax-2022-218754 |
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author | Finnegan, Sarah L Browning, Michael Duff, Eugene Harmer, Catherine J Reinecke, Andrea Rahman, Najib M Pattinson, Kyle T S |
author_facet | Finnegan, Sarah L Browning, Michael Duff, Eugene Harmer, Catherine J Reinecke, Andrea Rahman, Najib M Pattinson, Kyle T S |
author_sort | Finnegan, Sarah L |
collection | PubMed |
description | BACKGROUND: Chronic breathlessness in chronic obstructive pulmonary disease (COPD) is effectively treated with pulmonary rehabilitation. However, baseline patient characteristics predicting improvements in breathlessness are unknown. This knowledge may provide better understanding of the mechanisms engaged in treating breathlessness and help to individualise therapy. Increasing evidence supports the role of expectation (ie, placebo and nocebo effects) in breathlessness perception. In this study, we tested functional brain imaging markers of breathlessness expectation as predictors of therapeutic response to pulmonary rehabilitation, and asked whether D-cycloserine, a brain-active drug known to influence expectation mechanisms, modulated any predictive model. METHODS: Data from 71 participants with mild-to-moderate COPD recruited to a randomised double-blind controlled experimental medicine study of D-cycloserine given during pulmonary rehabilitation were analysed (ID: NCT01985750). Baseline variables, including brain-activity, self-report questionnaires responses, clinical measures of respiratory function and drug allocation were used to train machine-learning models to predict the outcome, a minimally clinically relevant change in the Dyspnoea-12 score. RESULTS: Only models that included brain imaging markers of breathlessness-expectation successfully predicted improvements in Dyspnoea-12 score (sensitivity 0.88, specificity 0.77). D-cycloserine was independently associated with breathlessness improvement. Models that included only questionnaires and clinical measures did not predict outcome (sensitivity 0.68, specificity 0.2). CONCLUSIONS: Brain activity to breathlessness related cues is a strong predictor of clinical improvement in breathlessness over pulmonary rehabilitation. This implies that expectation is key in breathlessness perception. Manipulation of the brain’s expectation pathways (either pharmacological or non-pharmacological) therefore merits further testing in the treatment of chronic breathlessness. |
format | Online Article Text |
id | pubmed-10447378 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BMJ Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-104473782023-08-25 Brain activity measured by functional brain imaging predicts breathlessness improvement during pulmonary rehabilitation Finnegan, Sarah L Browning, Michael Duff, Eugene Harmer, Catherine J Reinecke, Andrea Rahman, Najib M Pattinson, Kyle T S Thorax Chronic Obstructive Pulmonary Disease BACKGROUND: Chronic breathlessness in chronic obstructive pulmonary disease (COPD) is effectively treated with pulmonary rehabilitation. However, baseline patient characteristics predicting improvements in breathlessness are unknown. This knowledge may provide better understanding of the mechanisms engaged in treating breathlessness and help to individualise therapy. Increasing evidence supports the role of expectation (ie, placebo and nocebo effects) in breathlessness perception. In this study, we tested functional brain imaging markers of breathlessness expectation as predictors of therapeutic response to pulmonary rehabilitation, and asked whether D-cycloserine, a brain-active drug known to influence expectation mechanisms, modulated any predictive model. METHODS: Data from 71 participants with mild-to-moderate COPD recruited to a randomised double-blind controlled experimental medicine study of D-cycloserine given during pulmonary rehabilitation were analysed (ID: NCT01985750). Baseline variables, including brain-activity, self-report questionnaires responses, clinical measures of respiratory function and drug allocation were used to train machine-learning models to predict the outcome, a minimally clinically relevant change in the Dyspnoea-12 score. RESULTS: Only models that included brain imaging markers of breathlessness-expectation successfully predicted improvements in Dyspnoea-12 score (sensitivity 0.88, specificity 0.77). D-cycloserine was independently associated with breathlessness improvement. Models that included only questionnaires and clinical measures did not predict outcome (sensitivity 0.68, specificity 0.2). CONCLUSIONS: Brain activity to breathlessness related cues is a strong predictor of clinical improvement in breathlessness over pulmonary rehabilitation. This implies that expectation is key in breathlessness perception. Manipulation of the brain’s expectation pathways (either pharmacological or non-pharmacological) therefore merits further testing in the treatment of chronic breathlessness. BMJ Publishing Group 2023-09 2022-12-26 /pmc/articles/PMC10447378/ /pubmed/36572534 http://dx.doi.org/10.1136/thorax-2022-218754 Text en © Author(s) (or their employer(s)) 2023. Re-use permitted under CC BY. Published by BMJ. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed in accordance with the Creative Commons Attribution 4.0 Unported (CC BY 4.0) license, which permits others to copy, redistribute, remix, transform and build upon this work for any purpose, provided the original work is properly cited, a link to the licence is given, and indication of whether changes were made. See: https://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Chronic Obstructive Pulmonary Disease Finnegan, Sarah L Browning, Michael Duff, Eugene Harmer, Catherine J Reinecke, Andrea Rahman, Najib M Pattinson, Kyle T S Brain activity measured by functional brain imaging predicts breathlessness improvement during pulmonary rehabilitation |
title | Brain activity measured by functional brain imaging predicts breathlessness improvement during pulmonary rehabilitation |
title_full | Brain activity measured by functional brain imaging predicts breathlessness improvement during pulmonary rehabilitation |
title_fullStr | Brain activity measured by functional brain imaging predicts breathlessness improvement during pulmonary rehabilitation |
title_full_unstemmed | Brain activity measured by functional brain imaging predicts breathlessness improvement during pulmonary rehabilitation |
title_short | Brain activity measured by functional brain imaging predicts breathlessness improvement during pulmonary rehabilitation |
title_sort | brain activity measured by functional brain imaging predicts breathlessness improvement during pulmonary rehabilitation |
topic | Chronic Obstructive Pulmonary Disease |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10447378/ https://www.ncbi.nlm.nih.gov/pubmed/36572534 http://dx.doi.org/10.1136/thorax-2022-218754 |
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