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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...

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Autores principales: Finnegan, Sarah L, Browning, Michael, Duff, Eugene, Harmer, Catherine J, Reinecke, Andrea, Rahman, Najib M, Pattinson, Kyle T S
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BMJ Publishing Group 2023
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.
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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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