Physical Activity and Sedentary Behaviour Patterns in 326 Persons with COPD before Starting a Pulmonary Rehabilitation: A Cluster Analysis

Wolfgang Geidl, Johannes Carl, Samuel Cassar, Nicola Lehbert, Eriselda Mino, Michael Wittmann, Rupert Wagner, Konrad Schultz, Klaus Pfeifer, Wolfgang Geidl, Johannes Carl, Samuel Cassar, Nicola Lehbert, Eriselda Mino, Michael Wittmann, Rupert Wagner, Konrad Schultz, Klaus Pfeifer

Abstract

This study applies a cluster analysis to identify typical physical activity (PA) and sedentary behaviour (SB) patterns in people with chronic obstructive pulmonary disease (COPD) before starting pulmonary rehabilitation (PR). We implemented an observational design which assessed baseline data of objectively measured PA and SB from the STAR (Stay Active after Rehabilitation) study. A total of 355 persons wore an accelerometer (Actigraph wGT3X) for seven days before the start of their PR. Sociodemographic and disease-related parameters were assessed at the start of PR. We applied cluster analysis and compared clusters applying univariate variance analyses. Data was available for 326 persons (31.6% women; age ø = 58 years). Cluster analysis revealed four movement clusters with distinct PA and SB patterns: Sedentary non-movers (28.5%), sedentary occasional movers (41.7%), sedentary movers (19.6%), and sedentary exercisers (10.1%). The four clusters displayed varying levels of moderate PA before rehabilitation (Ø daily min: 9; 28; 38; 70). Notably, all four clusters displayed considerably long average sedentary time per day (Ø daily minutes: 644; 561; 490; 446). The clusters differed significantly in disease-related parameters of GOLD severity, FEV1, CAT, and 6-Min-Walk-Test. In addition to PA promotion, PR programs should consider the reduction of sedentary behaviour as a valuable goal.

Keywords: chronic obstructive pulmonary disease; classificatory approach; exercise; lung diseases; motor activity.

Conflict of interest statement

The authors declare no conflict of interest. The funders had no role in the design of the study; in the collection, analyses, or interpretation of data; in the writing of the manuscript, or in the decision to publish the results.

Figures

Figure 1
Figure 1
Flow chart for the analysis.
Figure 2
Figure 2
Daily time of the four clusters in sedentary time and in activities of low light, high light and moderate intensity.
Figure 3
Figure 3
Physical activity and sedentary bout analysis for all four clusters.

References

    1. Pedersen B.K., Saltin B. Exercise as medicine-evidence for prescribing exercise as therapy in 26 different chronic diseases. Scand. J. Med. Sci. Sports. 2015;25:1–72. doi: 10.1111/sms.12581.
    1. World Health Organization . Global Recommendations on Physical Activity for Health. World Health Organization; Geneva, Switzerland: 2010.
    1. Spruit M.A., Singh S.J., Garvey C., ZuWallack R., Nici L., Rochester C., Hill K., Holland A.E., Lareau S.C., Man W.D.-C., et al. An official American Thoracic Society/European Respiratory Society statement: Key concepts and advances in pulmonary rehabilitation. Am. J. Respir. Crit. Care Med. 2013;188:e13–e64. doi: 10.1164/rccm.201309-1634ST.
    1. Tremblay M.S., Chaput J.-P., Adamo K.B., Aubert S., Barnes J.D., Choquette L., Duggan M., Faulkner G., Goldfield G.S., Gray C.E., et al. Canadian 24-hour movement guidelines for the early years (0–4 years) An integration of physical activity, sedentary behaviour, and sleep. BMC Public Health. 2017;17:874. doi: 10.1186/s12889-017-4859-6.
    1. Gimeno-Santos E., Frei A., Steurer-Stey C., De Batlle J., Rabinovich R.A., Raste Y., Hopkinson N.S., Polkey M.I., Van Remoortel H., Troosters T., et al. Determinants and outcomes of physical activity in patients with COPD: A systematic review. Thorax. 2014;69:731–739. doi: 10.1136/thoraxjnl-2013-204763.
    1. Donaire-Gonzalez D., Gimeno-Santos E., Balcells E., Batlle d.J., Ramon M.A., Rodriguez E., Farrero E., Benet M., Guerra S., Sauleda J., et al. Benefits of physical activity on COPD hospitalisation depend on intensity. Eur. Respir. J. 2015;46:1281–1289. doi: 10.1183/13993003.01699-2014.
    1. Ekelund U., Steene-Johannessen J., Brown W.J., Fagerland M.W., Owen N., Powell K.E., Bauman A., Lee I.-M. Does physical activity attenuate, or even eliminate, the detrimental association of sitting time with mortality? A harmonised meta-analysis of data from more than 1 million men and women. Lancet. 2016;388:1302–1310. doi: 10.1016/S0140-6736(16)30370-1.
    1. Furlanetto K.C., Donária L., Schneider L.P., Lopes J.R., Ribeiro M., Fernandes K.B., Hernandes N.A., Pitta F. Sedentary behavior is an independent predictor of mortality in subjects with COPD. Respir. Care. 2017;62:579–587. doi: 10.4187/respcare.05306.
    1. Dogra S., Good J., Buman M.P., Gardiner P.A., Copeland J.L., Stickland M.K. Physical activity and sedentary time are related to clinically relevant health outcomes among adults with obstructive lung disease. BMC Pulm. Med. 2018;18:98. doi: 10.1186/s12890-018-0659-8.
    1. Spruit M.A., Pitta F., McAuley E., Zuwallack R.L., Nici L. Pulmonary rehabilitation and physical activity in patients with COPD. Am. J. Respir. Crit. Care Med. 2015;192:924–933. doi: 10.1164/rccm.201505-0929CI.
    1. Vorrink S.N.W., Kort H.S.M., Troosters T., Lammers J.-W.J. Level of daily physical activity in individuals with COPD compared with healthy controls. Respir. Res. 2011;12:33. doi: 10.1186/1465-9921-12-33.
    1. Mantoani L.C., Rubio N., McKinstry B., MacNee W., Rabinovich R.A. Interventions to modify physical activity in patients with COPD: A systematic review. Eur. Respir. J. 2016;48:69–81. doi: 10.1183/13993003.01744-2015.
    1. Evenson K.R., Herring A.H., Wen F. Accelerometry-assessed latent class patterns of physical activity and sedentary behavior with mortality. Am. J. Prev. Med. 2017;52:135–143. doi: 10.1016/j.amepre.2016.10.033.
    1. Mesquita R., Spina G., Pitta F., Donaire-Gonzalez D., Deering B.M., Patel M.S., Mitchell K.E., Alison J., Van Gestel A.J.R., Zogg S., et al. Physical activity patterns and clusters in 1001 patients with COPD. Chronic Respir. Dis. 2017;2:147997231668720. doi: 10.1177/1479972316687207.
    1. Geidl W., Semrau J., Streber R., Lehbert N., Wingart S., Tallner A., Wittmann M., Wagner R., Schultz K., Pfeifer K. Effects of a brief, pedometer-based behavioral intervention for individuals with COPD during inpatient pulmonary rehabilitation on 6-week and 6-month objectively measured physical activity: Study protocol for a randomized controlled trial. Trials. 2017;18:396. doi: 10.1186/s13063-017-2124-z.
    1. Ozemek C., Kirschner M.M., Wilkerson B.S., Byun W., Kaminsky L.A. Intermonitor reliability of the GT3X + accelerometer at hip, wrist and ankle sites during activities of daily living. Physiol. Meas. 2014;35:129–138. doi: 10.1088/0967-3334/35/2/129.
    1. Aadland E., Ylvisåker E., López Lluch G. Reliability of the actigraph GT3X + accelerometer in adults under free-living conditions. PLoS ONE. 2015;10:e0134606. doi: 10.1371/journal.pone.0134606.
    1. Rabinovich R.A., Louvaris Z., Raste Y., Langer D., Van Remoortel H., Giavedoni S., Burtin C., Regueiro E.M.G., Vogiatzis I., Hopkinson N.S., et al. Validity of physical activity monitors during daily life in patients with COPD. Eur. Respir. J. 2013;42:1205–1215. doi: 10.1183/09031936.00134312.
    1. Van Remoortel H., Raste Y., Louvaris Z., Giavedoni S., Burtin C., Langer D., Wilson F., Rabinovich R., Vogiatzis I., Hopkinson N.S., et al. Validity of six activity monitors in chronic obstructive pulmonary disease: A comparison with indirect calorimetry. PLoS ONE. 2012;7:e39198. doi: 10.1371/journal.pone.0039198.
    1. Byrom B., Rowe D.A. Measuring free-living physical activity in COPD patients: Deriving methodology standards for clinical trials through a review of research studies. Contemp. Clin. Trials. 2016;47:172–184. doi: 10.1016/j.cct.2016.01.006.
    1. Jones P.W., Harding G., Berry P., Wiklund I., Chen W.-H., Kline Leidy N. Development and first validation of the COPD Assessment Test. Eur. Respir. J. 2009;34:648–654. doi: 10.1183/09031936.00102509.
    1. Holland A.E., Spruit M.A., Troosters T., Puhan M.A., Pepin V., Saey D., McCormack M.C., Carlin B.W., Sciurba F.C., Pitta F., et al. An official European Respiratory Society/American Thoracic Society technical standard: Field walking tests in chronic respiratory disease. Eur. Respir. J. 2014;44:1428–1446. doi: 10.1183/09031936.00150314.
    1. Vogelmeier C.F., Criner G.J., Martinez F.J., Anzueto A., Barnes P.J., Bourbeau J., Celli B.R., Chen R., Decramer M., Fabbri L.M., et al. Global strategy for the diagnosis, management, and prevention of chronic obstructive lung disease 2017 report GOLD executive summary. Am. J. Respir. Crit. Care Med. 2017;49 doi: 10.1183/13993003.00214-2017.
    1. Vestbo J., Hurd S.S., Agustí A.G., Jones P.W., Vogelmeier C., Anzueto A., Barnes P.J., Fabbri L.M., Martinez F.J., Nishimura M., et al. Global strategy for the diagnosis, management, and prevention of chronic obstructive pulmonary disease GOLD executive summary. Am. J. Respir. Crit. Care Med. 2013;187:347–365. doi: 10.1164/rccm.201204-0596PP.
    1. Freedson P.S., Melanson E., Sirard J. Calibration of the computer science and applications, inc. accelerometer. Med. Sci. Sports Exerc. 1998;30:777–781. doi: 10.1097/00005768-199805000-00021.
    1. Gorman E., Hanson H.M., Yang P.H., Khan K.M., Liu-Ambrose T., Ashe M.C. Accelerometry analysis of physical activity and sedentary behavior in older adults: A systematic review and data analysis. Eur. Rev. Aging Phys. Act. 2014;11:35–49. doi: 10.1007/s11556-013-0132-x.
    1. Cain K.L., Geremia C.M. Accelerometer Data Collection and Scoring Manual for Adult & Senior Studies. San Diego State University; San Diego, CA, USA: 2012. [(accessed on 12 March 2018)]. Available online: .
    1. Backhaus K., Erichson B., Plinke W., Weiber R. Clusteranalyse. In: Backhaus K., Erichson B., Plinke W., Weiber R., editors. Multivariate Analysemethoden: Eine Anwendungsorientierte Einführung. Springer; Berlin, Germany: 2016.
    1. Milligan G.W., Cooper M.C. An Examination of Procedures for Determining the Number of Clusters in a Data Set. Psychometrika. 1985;50:159–179. doi: 10.1007/BF02294245.
    1. Calinski R.B., Harabasz J. A dendrite method for cluster analysis. Commun. Stat. 1974;3:1–27.
    1. Duda R.O., Hart P.E. Pattern Classification and Scene Analysis. Wiley; New York, NY, USA: 1973.
    1. McVeigh J.A., Winkler E.A.H., Howie E.K., Tremblay M.S., Smith A., Abbott R.A., Eastwood P.R., Healy G.N., Straker L.M. Objectively measured patterns of sedentary time and physical activity in young adults of the Raine study cohort. Int. J. Behav. Nutr. Phys. Act. 2016;13:41. doi: 10.1186/s12966-016-0363-0.
    1. Charrad M., Ghazzali N., Boiteau V., Niknafs A. NbClust: An R package for determining the relevant number of clusters in a data set. J. Stat. Softw. 2014;61 doi: 10.18637/jss.v061.i06.
    1. Depew Z.S., Novotny P.J., Benzo R.P. How many steps are enough to avoid severe physical inactivity in patients with chronic obstructive pulmonary disease? Respirology. 2012;17:1026–1027. doi: 10.1111/j.1440-1843.2012.02207.x.
    1. Depew Z.S., Garofoli A.C., Novotny P.J., Benzo R.P. Screening for severe physical inactivity in chronic obstructive pulmonary disease: The value of simple measures and the validation of two physical activity questionnaires. Chronic Respir. Dis. 2013;10:19–27. doi: 10.1177/1479972312464243.
    1. Garber C.E., Blissmer B., Deschenes M.R., Franklin B.A., LAMONTE M.J., Lee I.-M., Nieman D.C., Swain D.P. American College of Sports Medicine position stand. Quantity and quality of exercise for developing and maintaining cardiorespiratory, musculoskeletal, and neuromotor fitness in apparently healthy adults Guidance for prescribing exercise. Med. Sci. Sports Exerc. 2011;43:1334–1359. doi: 10.1249/MSS.0b013e318213fefb.
    1. Pfeifer K., Rütten A. National Recommendations for Physical Activity and Physical Activity Promotion. FAU University Press; Erlangen, Germany: 2016.
    1. U.S. Department of Health and Human Services . Physical Activity Guidelines for Americans. 2nd ed. Department of Health and Human Services; Washington, DC, USA: 2018.
    1. Van Remoortel H., Camillo C.A., Langer D., Hornikx M., Demeyer H., Burtin C., Decramer M., Gosselink R., Janssens W., Troosters T., et al. Moderate intense physical activity depends on selected metabolic equivalent of task (MET) cut-off and type of data analysis. PLoS ONE. 2013;8:e84365. doi: 10.1371/journal.pone.0084365.
    1. English C., Healy G.N., Coates A., Lewis L., Olds T., Bernhardt J. Sitting and activity time in people with stroke. Phys. Ther. 2016;96:193–201. doi: 10.2522/ptj.20140522.
    1. Cooper A.R., Sebire S., Montgomery A.A., Peters T.J., Sharp D.J., Jackson N., Fitzsimons K., Dayan C.M., Andrews R.C. Sedentary time, breaks in sedentary time and metabolic variables in people with newly diagnosed type 2 diabetes. Diabetologia. 2012;55:589–599. doi: 10.1007/s00125-011-2408-x.
    1. Sasaki J.E., Hickey A., Staudenmayer J., John D., Kent J.A., Freedson P.S. Performance of activity classification algorithms in free-living older adults. Med. Sci. Sports Exerc. 2016;48:941–950. doi: 10.1249/MSS.0000000000000844.
    1. Prince S.A., Blanchard C.M., Grace S.L., Reid R.D. Objectively-measured sedentary time and its association with markers of cardiometabolic health and fitness among cardiac rehabilitation graduates. Eur. J. Prev. Cardiol. 2016;23:818–825. doi: 10.1177/2047487315617101.
    1. Hill K., Gardiner P.A., Cavalheri V., Jenkins S.C., Healy G.N. Physical activity and sedentary behaviour: Applying lessons to chronic obstructive pulmonary disease. Intern. Med. J. 2015;45:474–482. doi: 10.1111/imj.12570.
    1. Dunstan D.W., Kingwell B.A., Larsen R., Healy G.N., Cerin E., Hamilton M.T., Shaw J.E., Bertovic D.A., Zimmet P.Z., Salmon J., et al. Breaking up prolonged sitting reduces postprandial glucose and insulin responses. Diabetes Care. 2012;35:976–983. doi: 10.2337/dc11-1931.
    1. O’Donnell D., Gebke K. Activity restriction in mild COPD: A challenging clinical problem. COPD. 2014;9:577–588. doi: 10.2147/COPD.S62766.
    1. Silva Junior J.L., Conde M.B., De Sousa Correa K., Da Silva C., Da Silva Prestes L., Rabahi M.F. COPD Assessment Test (CAT) score as a predictor of major depression among subjects with chronic obstructive pulmonary disease and mild hypoxemia: A case-control study. BMC Pulm. Med. 2014;14:186. doi: 10.1186/1471-2466-14-186.
    1. Ghobadi H., Ahari S.S., Kameli A., Lari S.M. The Relationship between COPD Assessment Test (CAT) Scores and Severity of Airflow Obstruction in Stable COPD Patients. Tanaffos. 2012;11:22–26.
    1. Ramon M.A., Ter Riet G., Carsin A.-E., Gimeno-Santos E., Agustí A., Antó J.M., Donaire-Gonzalez D., Ferrer J., Rodríguez E., Rodriguez-Roisin R., et al. The dyspnoea-inactivity vicious circle in COPD: Development and external validation of a conceptual model. Eur. Respir. J. 2018;52 doi: 10.1183/13993003.00079-2018.
    1. Shirazipour C.H., Evans M.B., Leo J., Lithopoulos A., Martin Ginis K.A., Latimer-Cheung A.E. Program conditions that foster quality physical activity participation experiences for people with a physical disability A systematic review. Disabil. Rehabilit. 2018 doi: 10.1080/09638288.2018.1494215.
    1. Arena R., McNeil A., Street S., Bond S., Laddu D.R., Lavie C.J., Hills A.P. Let us talk about moving: Reframing the exercise and physical activity discussion. Curr. Probl. Cardiol. 2018;43:154–179. doi: 10.1016/j.cpcardiol.2017.06.002.
    1. Moy M.L., Gould M.K., Liu I.-L.A., Lee J.S., Nguyen H.Q. Physical activity assessed in routine care predicts mortality after a COPD hospitalisation. ERJ Open Res. 2016;2 doi: 10.1183/23120541.00062-2015.
    1. Warburton D.E.R., Bredin S.S.D. Reflections on Physical Activity and Health: What Should We Recommend? Can. J. Cardiol. 2016;32:495–504. doi: 10.1016/j.cjca.2016.01.024.
    1. Blondeel A., Demeyer H., Janssens W., Troosters T. The role of physical activity in the context of pulmonary rehabilitation. COPD. 2019 doi: 10.1080/15412555.2018.1563060.
    1. Burge A.T., Cox N.S., Abramson M.J., Holland A.E. Interventions for promoting physical activity in people with COPD. Cochrane Database Syst. Rev. 2017;5:20415. doi: 10.1002/14651858.CD012626.
    1. Shioya T., Sato S., Iwakura M., Takahashi H., Terui Y., Uemura S., Satake M. Improvement of physical activity in chronic obstructive pulmonary disease by pulmonary rehabilitation and pharmacological treatment. Respir. Investig. 2018;56:292–306. doi: 10.1016/j.resinv.2018.05.002.
    1. Benatti F.B., Ried-Larsen M. The Effects of Breaking up Prolonged Sitting Time: A Review of Experimental Studies. Med. Sci. Sports Exerc. 2015;47:2053–2061. doi: 10.1249/MSS.0000000000000654.
    1. Cavalheri V., Straker L., Gucciardi D.F., Gardiner P.A., Hill K. Changing physical activity and sedentary behaviour in people with COPD. Respirology. 2016;21:419–426. doi: 10.1111/resp.12680.
    1. Lewthwaite H., Effing T.W., Olds T., Williams M.T. Physical activity, sedentary behaviour and sleep in COPD guidelines: A systematic review. Chronic Respir. Dis. 2017;14:231–244. doi: 10.1177/1479972316687224.
    1. Demeyer H., Burtin C., Van Remoortel H., Hornikx M., Langer D., Decramer M., Gosselink R., Janssens W., Troosters T. Standardizing the analysis of physical activity in patients with COPD following a pulmonary rehabilitation program. Chest. 2014;146:318–327. doi: 10.1378/chest.13-1968.
    1. Alahmari A.D., Mackay A.J., Patel A.R.C., Kowlessar B.S., Singh R., Brill S.E., Allinson J.P., Wedzicha J.A., Donaldson G.C. Influence of weather and atmospheric pollution on physical activity in patients with COPD. Respir. Res. 2015;16:786. doi: 10.1186/s12931-015-0229-z.
    1. Pitta F., Breyer M.-K., Hernandes N.A., Teixeira D., Sant’Anna T.J.P., Fontana A.D., Probst V.S., Brunetto A.F., Spruit M.A., Wouters E.F.M., et al. Comparison of daily physical activity between COPD patients from Central Europe and South America. Respir. Med. 2009;103:421–426. doi: 10.1016/j.rmed.2008.09.019.

Source: PubMed

3
Subscribe