Clusters of functional status in COPD: an exploratory analysis

Detalhes bibliográficos
Autor(a) principal: Rodrigues, G
Data de Publicação: 2022
Outros Autores: Afreixo, V, Souto-Miranda, S, Machado, F, Rocha, V, Mendes, A, Martins, V, Simão, P, Marques, A
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10773/36874
Resumo: Functional status is highly meaningful to the daily life of people with COPD but is often overlooked by treatmentoptions. Understanding its heterogeneity, might contribute to better personalised care. We aimed to explore clustersof functional status in people with COPD. Lung function, impact of the disease, activity-related dyspnoea and functional status were collected cross-sectionally.The 6-minute walk test, 1-minute sit-to-stand test, quadriceps maximum voluntary contraction and handgrip musclestrength were used to group individuals to clusters (K-means clustering). Total within cluster sum of squares wascomputed for different values of k and the optimum number of clusters was defined as the inflexion point on thecurve. Differences between clusters were explored using ANOVA and post-hoc multiple pairwise comparisons. 127 people with COPD (82% male, 68±8 years, FEV1 56±20 %pred) were included in the analysis. 4 clusters werefound (Fig. 1): ‘over-achievers’ (Cluster 2, n=30); ‘achievers’ (Cluster 1, n=28); ‘partial-achievers’ (Cluster 4, n=39);‘non-achievers’ (Cluster 3, n=29). Our 4 clusters of functional status may guide tailored treatment regimens to improve this highly meaningful outcome.Cluster validity, their behaviour over time and differential response to treatment needs further investigation.
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spelling Clusters of functional status in COPD: an exploratory analysisFunctional status is highly meaningful to the daily life of people with COPD but is often overlooked by treatmentoptions. Understanding its heterogeneity, might contribute to better personalised care. We aimed to explore clustersof functional status in people with COPD. Lung function, impact of the disease, activity-related dyspnoea and functional status were collected cross-sectionally.The 6-minute walk test, 1-minute sit-to-stand test, quadriceps maximum voluntary contraction and handgrip musclestrength were used to group individuals to clusters (K-means clustering). Total within cluster sum of squares wascomputed for different values of k and the optimum number of clusters was defined as the inflexion point on thecurve. Differences between clusters were explored using ANOVA and post-hoc multiple pairwise comparisons. 127 people with COPD (82% male, 68±8 years, FEV1 56±20 %pred) were included in the analysis. 4 clusters werefound (Fig. 1): ‘over-achievers’ (Cluster 2, n=30); ‘achievers’ (Cluster 1, n=28); ‘partial-achievers’ (Cluster 4, n=39);‘non-achievers’ (Cluster 3, n=29). Our 4 clusters of functional status may guide tailored treatment regimens to improve this highly meaningful outcome.Cluster validity, their behaviour over time and differential response to treatment needs further investigation.ERS2023-04-04T14:04:39Z2022-01-01T00:00:00Z2022conference objectinfo:eu-repo/semantics/publishedVersionapplication/pdfhttp://hdl.handle.net/10773/36874eng0903-193610.1183/13993003.congress-2022.3182Rodrigues, GAfreixo, VSouto-Miranda, SMachado, FRocha, VMendes, AMartins, VSimão, PMarques, Ainfo:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2024-05-06T04:42:44Zoai:ria.ua.pt:10773/36874Portal AgregadorONGhttps://www.rcaap.pt/oai/openairemluisa.alvim@gmail.comopendoar:71602024-05-06T04:42:44Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Clusters of functional status in COPD: an exploratory analysis
title Clusters of functional status in COPD: an exploratory analysis
spellingShingle Clusters of functional status in COPD: an exploratory analysis
Rodrigues, G
title_short Clusters of functional status in COPD: an exploratory analysis
title_full Clusters of functional status in COPD: an exploratory analysis
title_fullStr Clusters of functional status in COPD: an exploratory analysis
title_full_unstemmed Clusters of functional status in COPD: an exploratory analysis
title_sort Clusters of functional status in COPD: an exploratory analysis
author Rodrigues, G
author_facet Rodrigues, G
Afreixo, V
Souto-Miranda, S
Machado, F
Rocha, V
Mendes, A
Martins, V
Simão, P
Marques, A
author_role author
author2 Afreixo, V
Souto-Miranda, S
Machado, F
Rocha, V
Mendes, A
Martins, V
Simão, P
Marques, A
author2_role author
author
author
author
author
author
author
author
dc.contributor.author.fl_str_mv Rodrigues, G
Afreixo, V
Souto-Miranda, S
Machado, F
Rocha, V
Mendes, A
Martins, V
Simão, P
Marques, A
description Functional status is highly meaningful to the daily life of people with COPD but is often overlooked by treatmentoptions. Understanding its heterogeneity, might contribute to better personalised care. We aimed to explore clustersof functional status in people with COPD. Lung function, impact of the disease, activity-related dyspnoea and functional status were collected cross-sectionally.The 6-minute walk test, 1-minute sit-to-stand test, quadriceps maximum voluntary contraction and handgrip musclestrength were used to group individuals to clusters (K-means clustering). Total within cluster sum of squares wascomputed for different values of k and the optimum number of clusters was defined as the inflexion point on thecurve. Differences between clusters were explored using ANOVA and post-hoc multiple pairwise comparisons. 127 people with COPD (82% male, 68±8 years, FEV1 56±20 %pred) were included in the analysis. 4 clusters werefound (Fig. 1): ‘over-achievers’ (Cluster 2, n=30); ‘achievers’ (Cluster 1, n=28); ‘partial-achievers’ (Cluster 4, n=39);‘non-achievers’ (Cluster 3, n=29). Our 4 clusters of functional status may guide tailored treatment regimens to improve this highly meaningful outcome.Cluster validity, their behaviour over time and differential response to treatment needs further investigation.
publishDate 2022
dc.date.none.fl_str_mv 2022-01-01T00:00:00Z
2022
2023-04-04T14:04:39Z
dc.type.driver.fl_str_mv conference object
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url http://hdl.handle.net/10773/36874
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language eng
dc.relation.none.fl_str_mv 0903-1936
10.1183/13993003.congress-2022.3182
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instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron_str RCAAP
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reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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