Physical activity patterns and clusters in 1001 patients with COPD

Journal article

Mesquita, Rafael, Spina, Gabriele, Pitta, Fabio, Donaire-Gonzalez, David, Deering, Brenda M., Patel, Mehul S., Mitchell, Katy E., Alison, Jennifer, van Gestel, Arnoldus J. R., Zogg, Stefanie, Gagnon, Philippe, Abascal-Bolado, Beatriz, Vagaggini, Barbara, Garcia-Aymerich, Judith, Jenkins, Sue C., Romme, Elisabeth A. P. M., Kon, Samantha S. C., Albert, Paul S., Waschki, Benjamin, ... Spruit, Martijn A.. (2017). Physical activity patterns and clusters in 1001 patients with COPD. Chronic Respiratory Disease. 14(3), pp. 256 - 269. https://doi.org/10.1177/1479972316687207
AuthorsMesquita, Rafael, Spina, Gabriele, Pitta, Fabio, Donaire-Gonzalez, David, Deering, Brenda M., Patel, Mehul S., Mitchell, Katy E., Alison, Jennifer, van Gestel, Arnoldus J. R., Zogg, Stefanie, Gagnon, Philippe, Abascal-Bolado, Beatriz, Vagaggini, Barbara, Garcia-Aymerich, Judith, Jenkins, Sue C., Romme, Elisabeth A. P. M., Kon, Samantha S. C., Albert, Paul S., Waschki, Benjamin, Shrikrishna, Dinesh, Singh, Sally J., Hopkinson, Nicholas S., Miedinger, David, Benzo, Roberto P., Maltais, François, Paggiaro, Pierluigi, McKeough, Zoe J., Polkey, Michael I., Hill, Kylie, Man, William D.-C., Clarenbach, Christian F., Hernandes, Nidia A., Savi, Daniela, Wootton, Sally, Furlanetto, Karina C., Ng, Li W. Cindy, Vaes, Anouk W., Jenkins, Christine, Eastwood, Peter R., Jarreta, Diana, Kirsten, Anne, Brooks, Dina, Hillman, David R., Sant’Anna, Thaís, Meijer, Kenneth, Dürr, Selina, Rutten, Erica P. A., Kohler, Malcolm, Probst, Vanessa S., Tal-Singer, Ruth, Garcia Gil, Esther, den Brinker, Albertus C., Leuppi, Jörg D., Calverley, Peter M. A., Smeenk, Frank W. J. M., Costello, Richard W., Gramm, Marco, Goldstein, Roger, Groenen, Miriam T. J., Magnussen, Helgo, Wouters, Emiel F. M., ZuWallack, Richard L., Amft, Oliver, Watz, Henrik and Spruit, Martijn A.
Abstract

We described physical activity measures and hourly patterns in patients with chronic obstructive pulmonary disease (COPD) after stratification for generic and COPD-specific characteristics and, based on multiple physical activity measures, we identified clusters of patients. In total, 1001 patients with COPD (65% men; age, 67 years; forced expiratory volume in the first second [FEV1], 49% predicted) were studied cross-sectionally. Demographics, anthropometrics, lung function and clinical data were assessed. Daily physical activity measures and hourly patterns were analysed based on data from a multisensor armband. Principal component analysis (PCA) and cluster analysis were applied to physical activity measures to identify clusters. Age, body mass index (BMI), dyspnoea grade and ADO index (including age, dyspnoea and airflow obstruction) were associated with physical activity measures and hourly patterns. Five clusters were identified based on three PCA components, which accounted for 60% of variance of the data. Importantly, couch potatoes (i.e. the most inactive cluster) were characterised by higher BMI, lower FEV1, worse dyspnoea and higher ADO index compared to other clusters (p < 0.05 for all). Daily physical activity measures and hourly patterns are heterogeneous in COPD. Clusters of patients were identified solely based on physical activity data. These findings may be useful to develop interventions aiming to promote physical activity in COPD.

Keywordschronic obstructive pulmonary disease; physical activity; outcome assessment (healthcare); principal component analysis; cluster analysis
Year2017
JournalChronic Respiratory Disease
Journal citation14 (3), pp. 256 - 269
PublisherSage Publications Ltd.
ISSN1479-9723
Digital Object Identifier (DOI)https://doi.org/10.1177/1479972316687207
Scopus EID2-s2.0-85026859865
Open accessOpen access
Page range256 - 269
Research GroupMary MacKillop Institute for Health Research
Publisher's version
License
Place of publicationUnited Kingdom
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Acute respiratory response to traffic-related air pollution during physical activity performance
Matt, Florian, Cole-Hunter, Tom, Donaire-Gonzalez, David, Kubesch, Nadine, Martínez, David, Carrasco-Turigas, Glòria and Nieuwenhuijsen, Mark. (2016). Acute respiratory response to traffic-related air pollution during physical activity performance. Environment International. 97, pp. 45 - 55. https://doi.org/10.1016/j.envint.2016.10.011
Spatiotemporally resolved black carbon concentration, schoolchildren's exposure and dose in Barcelona
Rivas, Ioar, Donaire-Gonzalez, David, Bouso, L., Esnaola, Mikel, Pandolfi, M., de Castro, Montserrat, Viana, M., Alvarez-Pedrerol, Mar, Nieuwenhuijsen, Mark J., Alastuey, A., Sunyer, Jordi and Querol, Xavier. (2016). Spatiotemporally resolved black carbon concentration, schoolchildren's exposure and dose in Barcelona. Indoor Air. 26(3), pp. 391 - 402. https://doi.org/10.1111/ina.12214
Short-term planning and policy interventions to promote cycling in urban centers: Findings from a commute mode choice analysis in Barcelona, Spain
Braun, Lindsay M., Rodríguez, Daniel A., Cole-Hunter, Tom, Ambros, Albert, Donaire-Gonzalez, David, Jerrett, Michael, Mendez, Michelle A., Nieuwenhuijsen, Mark J. and de Nazelle, Audrey. (2016). Short-term planning and policy interventions to promote cycling in urban centers: Findings from a commute mode choice analysis in Barcelona, Spain. Transportation Research Part A. 89, pp. 164 - 183. https://doi.org/10.1016/j.tra.2016.05.007
Inspiratory capacity-to-total lung capacity ratio and dyspnoea predict exercise capacity decline in COPD
Ramon, Maria A., Ferrer, Jaume, Gimeno-Santos, Elena, Donaire-Gonzalez, David, Rodríguez, Esther, Balcells, Eva, de Batlle, Jordi, Benet, Marta, Guerra, Stefano, Sauleda, Jaume, Ferrer, Antoni, Farrero, Eva, Gea, Joaquim, Barberà, Joan A., Agustí, Àlvar, Rodriguez-Roisin, Robert, Antó, Josep M. and Garcia-Aymerich, Judith. (2016). Inspiratory capacity-to-total lung capacity ratio and dyspnoea predict exercise capacity decline in COPD. Respirology. 21(3), pp. 476 - 482. https://doi.org/10.1111/resp.12723
Characterisation and prognosis of undiagnosed chronic obstructive pulmonary disease patients at their first hospitalisation
Balcells, Eva, Gimeno-Santos, Elena, de Batlle, Jordi, Ramon, Maria Antonia, Rodríguez, Esther, Benet, Marta, Farrero, Eva, Ferrer, Antoni, Guerra, Stefano, Ferrer, Jaume, Sauleda, Jaume, Barberà, Joan A., Agustí, Àlvar, Rodriguez-Roisin, Robert, Gea, Joaquim, Antó, Josep M., Garcia-Aymerich, Judith, the, P. A. C. Copd Study Group and Donaire Gonzalez, David. (2015). Characterisation and prognosis of undiagnosed chronic obstructive pulmonary disease patients at their first hospitalisation. BMC Pulmonary Medicine. 15(1), p. Article 4. https://doi.org/10.1186/1471-2466-15-4
The added benefit of bicycle commuting on the regular amount of physical activity performed
Donaire-Gonzalez, David, de Nazelle, Audrey, Cole-Hunter, Tom, Curto, Ariadna, Rodríguez, Daniel A., Mendez, Michelle A., Garcia-Aymerich, Judith, Basagaña, Xavier, Ambros, Albert, Jerrett, Michael and Nieuwenhuijsen, Mark J.. (2015). The added benefit of bicycle commuting on the regular amount of physical activity performed. American Journal of Preventive Medicine. 49(6), pp. 842 - 849. https://doi.org/10.1016/j.amepre.2015.03.036
Objective correlates and determinants of bicycle commuting propensity in an urban environment
Cole-Hunter, Tom, Donaire-Gonzalez, David, Curto, A., Ambros, Albert, Valentín, Antònia, Garcia-Aymerich, J., Martínez, David, Braun, Lindsay M., Mendez, Michelle, Jerrett, Michael, Rodríguez, Daniel A., de Nazelle, Audrey and Nieuwenhuijsen, Mark J.. (2015). Objective correlates and determinants of bicycle commuting propensity in an urban environment. Transportation Research Part D. 40, pp. 132 - 143. https://doi.org/10.1016/j.trd.2015.07.004
Benefits of physical activity on COPD hospitalisation depend on intensity
Donaire-Gonzalez, David, Gimeno-Santos, Elena, Balcells, Eva, De Batlle, Jordi, Ramon, Maria A., Rodriguez, Esther, Farrero, Eva, Benet, Marta, Guerra, Stefano, Sauleda, Jaume, Ferrer, Antoni, Barberà, Joan A., Rodriguez-Roisin, Robert, Gea, Joaquim, Agusti, Alvar, Antó, Josep M., Garcia-Aymerich, Judith, PAC-COPD Study Group, , Ferrer, Jaume and PAC-COPD Study Group. (2015). Benefits of physical activity on COPD hospitalisation depend on intensity. European Respiratory Journal. 46(5), pp. 1281 - 1289. https://doi.org/10.1183/13993003.01699-2014
Positive health effects of the natural outdoor environment in typical populations in different regions in Europe (PHENOTYPE): A study programme protocol
Nieuwenhuijsen, Mark J., Kruize, Hanneke, Gidlow, Christopher, Andrusaityte, Sandra, Antó, Josep M., Basagaña, Xavier, Cirach, Marta, Dadvand, Payam, Danileviciute, Asta, Donaire-Gonzalez, David, Garcia, Judith, Jerrett, Michael, Jones, Marc V., Julvez, Jordi, van Kempen, Elise, van Kamp, Irene, Maas, Jolanda, Seto, Edmund, Smith, Graham, ... Gražulevičienė, Regina. (2014). Positive health effects of the natural outdoor environment in typical populations in different regions in Europe (PHENOTYPE): A study programme protocol. BMJ Open. 4(4), pp. 1 - 11. https://doi.org/10.1136/bmjopen-2014-004951
Lifetime occupational exposure to dusts, gases and fumes is associated with bronchitis symptoms and higher diffusion capacity in COPD patients
Rodríguez, Esther, Ferrer, Jaume, Zock, Jan-Paul, Serra, Ignasi, Antó, Josep M., De Batlle, Jordi, Kromhout, Hans, Vermeulen, Roel, Donaire-Gonzalez, David, Benet, Marta, Balcells, Eva, Monso, Eduard, Gayete, Angel, Garcia-Aymerich, J., Guerra, Stefano, Gea, Joaquim, Orozco-Levi, Mauricio, Vollmer, Ivan, Barberà, Joan A., ... Belda, José. (2014). Lifetime occupational exposure to dusts, gases and fumes is associated with bronchitis symptoms and higher diffusion capacity in COPD patients. PLoS ONE. 9(2), pp. 1 - 7. https://doi.org/10.1371/journal.pone.0088426
Using personal sensors to assess the exposome and acute health effects
Nieuwenhuijsen, Mark J., Donaire-Gonzalez, David, Foraster, Maria, Martínez, David and Cisneros, Andres. (2014). Using personal sensors to assess the exposome and acute health effects. International Journal of Environmental Research and Public Health. 11(8), pp. 7805 - 7819. https://doi.org/10.3390/ijerph110807805
Physical activity in COPD patients : Patterns and bouts
Donaire-Gonzalez, David, Gimeno-Santos, Elena, Balcells, Eva, Rodríguez, Diego A., Farrero, Eva, de Batlle, Jordi, Benet, Marta, Ferrer, Antoni, Barberà, Joan A., Gea, Joaquim, Rodriguez-Roisin, Robert, Antó, Josep M. and Garcia-Aymerich, Judith. (2013). Physical activity in COPD patients : Patterns and bouts. European Respiratory Journal. 42(4), pp. 993-1002. https://doi.org/10.1183/09031936.00101512
Comparison of physical activity measures using mobile phone-based calfit and actigraph
Donaire-Gonzalez, David, de Nazelle, Audrey, Seto, Edmund, Mendez, Michelle, Nieuwenhuijsen, Mark J. and Jerrett, Michael. (2013). Comparison of physical activity measures using mobile phone-based calfit and actigraph. Journal of Medical Internet Research. 15(6), p. e111. https://doi.org/10.2196/jmir.2470
Improving estimates of air pollution exposure through ubiquitous sensing technologies
de Nazelle, Audrey, Seto, Edmund, Donaire-Gonzalez, David, Mendez, Michelle, Matamala, Jaume, Nieuwenhuijsen, Mark J. and Jerrett, Michael. (2013). Improving estimates of air pollution exposure through ubiquitous sensing technologies. Environmental Pollution. 176, pp. 92 - 99. https://doi.org/10.1016/j.envpol.2012.12.032
Effect of bronchial colonisation on airway and systemic inflammation in stable COPD
Marin, Alicia, Garcia-Aymerich, Judith, Sauleda, Jaume, Belda, Jose, Millares, Laura, García-Núñez, Marian, Serra, Ignasi, Benet, Marta, Agustí, Alvar, Antó, Josep M., Monsó, Eduard, PAC-COPD Study Group and Donaire-Gonzalez, David. (2012). Effect of bronchial colonisation on airway and systemic inflammation in stable COPD. COPD. 9(2), pp. 121-130. https://doi.org/10.3109/15412555.2011.636407
Cured meat consumption increases risk of readmission in COPD patients
Jordi de Batlle, Mendez, Michelle, Romieu, Isabelle, Balcells, Eva, Benet, Marta, Donaire-Gonzalez, David, Ferrer, Jaume J., Orozco-Levi, Mauricio, Antó, Josep M., Garcia-Aymerich, Judith and PAC-COPD Study Group. (2012). Cured meat consumption increases risk of readmission in COPD patients. European Respiratory Journal. 40(3), pp. 555-560. https://doi.org/10.1183/09031936.00116911
Specific IgA and metalloproteinase activity in bronchial secretions from stable chronic obstructive pulmonary disease patients colonized by Haemophilus influenzae
Millares, Laura, Marin, Alicia, Garcia-Aymerich, J., Sauleda, Jaume, Belda, José, Monso, Eduard, Antó, Josep M., Benet, Marta, De Batlle, Jordi, Serra, Ignasi, Donaire Gonzalez, David, Guerra, Stefano, Gea, Joaquim, Balcells, Eva, Gayete, ADavidngel, Orozco-Levi, Mauricio, Vollmer, Ivan, Barberà, Joan A., Gomez, Federico P., ... Pallissa, Esther. (2012). Specific IgA and metalloproteinase activity in bronchial secretions from stable chronic obstructive pulmonary disease patients colonized by Haemophilus influenzae. Respiratory Research. 13(1). https://doi.org/10.1186/1465-9921-13-113
Validation of the Yale Physical Activity Survey in Chronic Obstructive Pulmonary Disease Patients
Donaire-Gonzalez, David, Gimeno-Santos, Elena, Serra, Ignasi, Roca, Josep, Balcells, Eva, Rodríguez, Esther, Farrero, Eva, Antó, Josep M. and Garcia-Aymerich, Judith. (2011). Validation of the Yale Physical Activity Survey in Chronic Obstructive Pulmonary Disease Patients. Archivos de Bronconeumología. 47(11), pp. 552-560.