Activity Monitoring and Energy Expenditure in COPD Patients: A Validation Study
Open accessAbstract
There is increasing interest in the objective measurement of physical activity in chronic obstructive pulmonary disease (COPD) patients due to the close relationship between physical activity level, health, disability and mortality. We aimed to (a) determine the validity and reproducibility of an activity monitor that integrates accelerometry with multiple physiologic sensors in the determination of energy expenditure in COPD subjects and (b) to document the independent contribution of the additional physiologic sensors to accelerometry measures in improving true energy expenditure determination. Eight subjects (4 male, FEV(1) 56.4 +/- 14.1%, RV 145.0 +/- 75.7%) performed 2 separate 6-minute walk and 2 incremental shuttle walk exercise tests. Energy expenditure was calculated during each exercise test using the physiologic activity monitor and compared to a validated exhaled breath metabolic system. Test-retest reproducibility of physiologic activity monitor during the walking tests was comparable to an exhaled breath metabolic system. Physiologic sensor data significantly improved the explained variance in energy expenditure determination (r(2)=0.88) compared to accelerometry data alone (r(2)=0.68). This physiologic activity monitor provides a valid and reproducible estimate of energy expenditure during slow to moderate paced walking in a laboratory setting and represents an objective method to assess activity in COPD subjects.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Although not accurate at step counting, the multi-sensor system outperformed step counters in estimating energy expenditure at slow walking speeds.
“Although not accurate at step counting, the multi-sensor system outperformed the step counters in estimating energy expenditure at slow walking speeds.”
From A review of wearable sensors and systems with application in rehabilitation (2012) · cites this paper as [117]
Furlanetto et al and Patel et al showed that a multi-sensor system measuring galvanic skin response, heat flow and skin temperature in addition to motion provided accurate estimates of energy expenditure.
“Furlanetto et al [116] and Patel et al. [117] showed that a multi-sensor system, which measured galvanic skin response, heat flow and skin temperature in addition to motion, provided accurate estimates of energy expenditure.”
From A review of wearable sensors and systems with application in rehabilitation (2012) · cites this paper as [117]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
ATS Statement: Guidelines for the Six-Minute Walk Test
(2002) · American Journal of Respiratory and Critical Care Medicine · doi:10.1164/ajrccm.166.1.at1102 · Cited by 11,195 · see citing works
Standardization of Spirometry, 1994 Update. American Thoracic Society
(1995) · American Journal of Respiratory and Critical Care Medicine · doi:10.1164/ajrccm.152.3.7663792 · Cited by 6,572 · see citing works
New methods for calculating metabolic rate with special reference to protein metabolism
Weir, J. B. D. V. (1949) · The Journal of Physiology · doi:10.1113/jphysiol.1949.sp004363 · Cited by 5,608 · see citing works
Celli, B. R., Cote, C. G., Marin, J. M., Casanova, C., Montes de Oca, M., Mendez, R. A., Pinto Plata, V., & Cabral, H. J. (2004) · New England Journal of Medicine · doi:10.1056/nejmoa021322 · Cited by 4,015 · see citing works
Calibration of the Computer Science and Applications, Inc. accelerometer
FREEDSON, P. S., MELANSON, E., & SIRARD, J. (1998) · Medicine & Science in Sports & Exercise · doi:10.1097/00005768-199805000-00021 · Cited by 3,825 · see citing works
Jones, P. W., Quirk, F. H., Baveystock, C. M., & Littlejohns, P. (1992) · American Review of Respiratory Disease · doi:10.1164/ajrccm/145.6.1321 · Cited by 3,035 · see citing works
Development of a shuttle walking test of disability in patients with chronic airways obstruction.
Singh, S., Morgan, M. D., Scott, S., Walters, D., & Hardman, A. E. (1992) · Thorax · doi:10.1136/thx.47.12.1019 · Cited by 1,435 · see citing works
Solway, S., Brooks, D., Lacasse, Y., & Thomas, S. G. (2001) · CHEST Journal · doi:10.1378/chest.119.1.256 · Cited by 1,062 · see citing works
Eston, R. G., Rowlands, A. V., & Ingledew, D. K. (1998) · Journal of Applied Physiology · doi:10.1152/jappl.1998.84.1.362 · Cited by 643 · see citing works
Measurement of energy expenditure in humans by doubly labeled water method
Schoeller, D. A., & van Santen, E. (1982) · Journal of Applied Physiology · doi:10.1152/jappl.1982.53.4.955 · Cited by 594 · see citing works
Prediction of activity energy expenditure using accelerometers in children.
Puyau, M. R., Adolph, A. L., Vohra, F. A., Zakeri, I., & Butte, N. F. (2004) · PubMed · Cited by 472 · see citing works
Quantifying physical activity in daily life with questionnaires and motion sensors in COPD
Pitta, F. D. O., Troosters, T., Probst, V. S., Spruit, M. A., Decramer, M., & Gosselink, R. (2006) · European Respiratory Journal · doi:10.1183/09031936.06.00064105 · Cited by 471 · see citing works
Assessment of energy expenditure for physical activity using a triaxial accelerometer
Bouten, C. V. C., Westerterp, K. R., Verduin, M., & Janssen, J. J. (1994) · Medicine & Science in Sports & Exercise · doi:10.1249/00005768-199412000-00016 · Cited by 451 · see citing works
How should we measure function in patients with chronic heart and lung disease?
Guyatt, G. H., Thompson, P. J., Berman, L. B., Sullivan, M. J., Townsend, M., Jones, N. L., & Pugsley, S. O. (1985) · Journal of Chronic Diseases · doi:10.1016/0021-9681(85)90035-9 · Cited by 430 · see citing works
Comparison of pedometer and accelerometer measures of free-living physical activity
Tudor-Locke, C. E., Ainsworth, B. E., Thompson, R. W., & Matthews, C. E. (2002) · Medicine & Science in Sports & Exercise · doi:10.1097/00005768-200212000-00027 · Cited by 387 · see citing works
Sciurba, F. C., Criner, G. J., Lee, S. M., Mohsenifar, Z., Shade, D. M., Slivka, W. A., & Wise, R. A. (2003) · American Journal of Respiratory and Critical Care Medicine · doi:10.1164/rccm.200203-166oc · Cited by 379 · see citing works
Self-citationEvaluation of the SenseWear Pro Armband™ to Assess Energy Expenditure during Exercise
Jakicic, J. M., Marcus, M. D., Gallagher, K. I., Randall, C. R., Thomas, E. L., Goss, F. L., & Robertson, R. J. (2004) · Medicine & Science in Sports & Exercise · doi:10.1249/01.mss.0000126805.32659.43 · Cited by 362 · see citing works
Comparison of Pedometer and Accelerometer Accuracy under Controlled Conditions
LE MASURIER, G. C., & TUDOR-LOCKE, C. (2003) · Medicine & Science in Sports & Exercise · doi:10.1249/01.mss.0000064996.63632.10 · Cited by 360 · see citing works
Validity of a Multi-Sensor Armband in Estimating Rest and Exercise Energy Expenditure
FRUIN, M. L., & Rankin, J. W. (2004) · Medicine & Science in Sports & Exercise · doi:10.1249/01.mss.0000128144.91337.38 · Cited by 336 · see citing works
Casaburi, R. H., Gosselink, R., Decramer, M., Dekhuijzen, R. P. N., Fournier, M., Lewis, M. I., Maltais, F., Oelberg, D., Reid, M. B., Roca, J., et al. (1999) · American Journal of Respiratory and Critical Care Medicine · Cited by 322 · see citing works
Quantitating Physical Activity in COPD Using a Triaxial Accelerometer
Steele, B. G., Holt, L., Belza, B. L., Ferris, S. T., Lakshminaryan, S., & Büchner, D. M. (2000) · CHEST Journal · doi:10.1378/chest.117.5.1359 · Cited by 289 · see citing works
Comparison of Activity Monitors to Estimate Energy Cost of Treadmill Exercise
King, G. A., Torres, N., Potter, C., Brooks, T., & Coleman, K. J. (2004) · Medicine & Science in Sports & Exercise · doi:10.1249/01.mss.0000132379.09364.f8 · Cited by 238 · see citing works
Bouten, C. V. C., de Venne, W. P. H. G. V., Westerterp, K. R., Verduin, M., & Janssen, J. J. (1996) · Journal of Applied Physiology · doi:10.1152/jappl.1996.81.2.1019 · Cited by 223 · see citing works
Improving energy expenditure estimation by using a triaxial accelerometer
Chen, K. Y., & Sun, M. (1997) · Journal of Applied Physiology · doi:10.1152/jappl.1997.83.6.2112 · Cited by 211 · see citing works
Hyers, T. M. (1999) · American Journal of Respiratory and Critical Care Medicine · doi:10.1164/ajrccm.159.1.9803109 · Cited by 185 · see citing works
The reliability, validity, and stability of a measure of physical activity in the elderly
Kochersberger, G. G., McConnell, E. S., Kuchibhatla, M. N., & Pieper, C. F. (1996) · Archives of Physical Medicine and Rehabilitation · doi:10.1016/s0003-9993(96)90258-0 · Cited by 158 · see citing works
The accuracy of the TriTrac-R3D accelerometer to estimate energy expenditure
Jakicic, J. M., Winters, C., Lagally, K. M., HO, J., Robertson, R. J., & Wing, R. R. (1999) · Medicine & Science in Sports & Exercise · doi:10.1097/00005768-199905000-00020 · Cited by 149 · see citing works
Barnes, P. J. (2002) · Nature Reviews Drug Discovery · doi:10.1038/nrd820 · Cited by 145 · see citing works
Body temperatures and sweating during thermal transients caused by exercise
Saltin, B., Gagge, A. P., & Stolwijk, J. A. J. (1970) · Journal of Applied Physiology · doi:10.1152/jappl.1970.28.3.318 · Cited by 141 · see citing works
Creutzberg, E. C., Schols, A. M. W. J., Bothmer-Quaedvlieg, F. C. M., & Wouters, E. F. �. (1998) · European Journal of Clinical Nutrition · doi:10.1038/sj.ejcn.1600571 · Cited by 135 · see citing works
Assessment of physical activity in older individuals: a doubly labeled water study
Starling, R. D., Matthews, D. E., Ades, P. A., & Poehlman, É. T. (1999) · Journal of Applied Physiology · doi:10.1152/jappl.1999.86.6.2090 · Cited by 132 · see citing works
New methods for calculating metabolic rate with special reference to protein metabolism. 1949.
Jb, W. (1992) · PubMed · Cited by 112 · see citing works
Simultaneous monitoring of heart rate and motion to assess energy expenditure
Luke, A. H., Maki, K. C., BARKEY, N., Cooper, R., & McGee, D. (1997) · Medicine & Science in Sports & Exercise · doi:10.1097/00005768-199701000-00021 · Cited by 97 · see citing works
Evaluation of the Portable HealthWear Armband
Mignault, D., St-Onge, M., Karelis, A. D., Allison, D. B., & RABASA-LHORET, R. P. R. (2005) · Diabetes Care · doi:10.2337/diacare.28.1.225-a · Cited by 95 · see citing works
Future Research Directions in Chronic Obstructive Pulmonary Disease
Croxton, T. L., WEINMANN, G. G., Senior, R. M., et al. (2002) · American Journal of Respiratory and Critical Care Medicine · doi:10.1164/ajrccm.165.6.2108036 · Cited by 89 · see citing works
Carter, R., Holiday, D. B., Grothues, C. A., Nwasuruba, C., Stocks, J. M., & Tiep, B. L. (2002) · Journal of Cardiopulmonary Rehabilitation · doi:10.1097/00008483-200207000-00014 · Cited by 85 · see citing works
Comparison of accelerometers with oxygen consumption in older adults during exercise
Fehling, P. C., Smith, D. L., Warner, S., & Dalsky, G. P. (1999) · Medicine & Science in Sports & Exercise · doi:10.1097/00005768-199901000-00026 · Cited by 85 · see citing works
Activity Monitors Can Detect Brisk Walking in Patients With Chronic Obstructive Pulmonary Disease
Singh, S. J., & Morgan, M. D. L. (2001) · Journal of Cardiopulmonary Rehabilitation · doi:10.1097/00008483-200105000-00004 · Cited by 75 · see citing works
(1999) · American Journal of Respiratory and Critical Care Medicine · doi:10.1164/ajrccm.159.supplement_1.99titlepage · Cited by 75 · see citing works
Cole, P. J., LeMura, L. M., Klinger, T., Strohecker, K., & McConnell, T. R. (2004) · PubMed · Cited by 74 · see citing works
Moon, J., & Butte, N. F. (1996) · Journal of Applied Physiology · doi:10.1152/jappl.1996.81.4.1754 · Cited by 68 · see citing works
Calorimetry with heat flux transducers: comparison with a suit calorimeter
Layton, R., Mints, W. H., Annis, J. F., et al. (1983) · Journal of Applied Physiology · doi:10.1152/jappl.1983.54.5.1361 · Cited by 60 · see citing works
Prediction of peak oxygen consumption in obstructive airway disease.
Mahler, D. A., & Harver, A. (1988) · PubMed · Cited by 43 · see citing works
Schulz, H., Helle, S., & Heck, H. (1997) · International Journal of Sports Medicine · doi:10.1055/s-2007-972663 · Cited by 42 · see citing works
Prediction of peak oxygen consumption in obstructive airway disease
Mahler, D. A., & Harver, A. (1988) · Medicine & Science in Sports & Exercise · doi:10.1249/00005768-198812000-00010 · Cited by 38 · see citing works
Tracmor system for measuring walking energy expenditure
Levine, J. A., Melanson, E. L., Westerterp, K. R., & Hill, J. O. (2003) · European Journal of Clinical Nutrition · doi:10.1038/sj.ejcn.1601673 · Cited by 27 · see citing works
Emerging Concepts in Outcome Assessment for COPD Clinical Trials
Patel, S. A., & Sciurba, F. (2005) · Seminars in Respiratory and Critical Care Medicine · doi:10.1055/s-2005-869544
Self-citation
Flagged first, then by citations
Research works printed but not linked: 3
- Jones PW, Quirk FH, Baveystock CM, Littlejohns P. A self- complete measure of health status for chronic airflow limita- tion. St. George's Respir Question Amer Rev Respir Dis 1992; 145(6):1321-1327.
- Patel SA, Sciurba FC. Validation of a weareable body monitoring device in COPD. Am J Respir Crit Care Med 2004; 169:A771.
- Layton RP, Mints WH, Jr, Annis JF, Rack MJ, Webb P. Calorime- try with heat flux transducers: comparison with a suit calorime- ter. J Appl Physiol Respir Environ Exer Physiol 1983; 54(5):1361- 1367.
Cited by
Sorted by citations
A review of wearable sensors and systems with application in rehabilitation
Patel, S., Park, H., Bonato, P., Chan, L., & Rodgers, M. (2012) · Journal of NeuroEngineering and Rehabilitation · doi:10.1186/1743-0003-9-21 · Cited by 2,396 · see citing works
Self-citationAn official European Respiratory Society statement on physical activity in COPD
Watz, H., Pitta, F., Rochester, C. L., Garcia-Aymerich, J., ZuWallack, R., Troosters, T., Vaes, A. W., Puhan, M. A., Jehn, M., Polkey, M. I., et al. (2014) · European Respiratory Journal · doi:10.1183/09031936.00046814 · Cited by 526 · see citing works
Physical inactivity in patients with COPD, a controlled multi-center pilot-study
Troosters, T., Sciurba, F., Battaglia, S., Langer, D., Valluri, S. R., Martino, L., Benzo, R., Andre, D., Weisman, I., & Decramer, M. (2010) · Respiratory Medicine · doi:10.1016/j.rmed.2010.01.012 · Cited by 371 · see citing works
Self-citationQuadriceps wasting and physical inactivity in patients with COPD
Shrikrishna, D., Patel, M., Tanner, R. J., Seymour, J. M., Connolly, B. A., Puthucheary, Z. A., Walsh, S. L. F., Bloch, S. A., Sidhu, P. S., Hart, N., et al. (2012) · European Respiratory Journal · doi:10.1183/09031936.00170111 · Cited by 331 · see citing works
Health Coaching and Chronic Obstructive Pulmonary Disease Rehospitalization: A Randomized Study
Benzo, R., Vickers, K., Novotny, P. J., Tucker, S., Hoult, J., Neuenfeldt, P., Connett, J., Lorig, K., & McEvoy, C. (2016) · American Journal of Respiratory and Critical Care Medicine · doi:10.1164/rccm.201512-2503oc · Cited by 176 · see citing works
Self-citationFurlanetto, K. C., Bisca, G. W., Oldemberg, N., Sant'Anna, T. J., Morakami, F. K., Camillo, C. A., Cavalheri, V., Hernandes, N. A., Probst, V. S., Ramos, E. M., et al. (2010) · Archives of Physical Medicine and Rehabilitation · doi:10.1016/j.apmr.2009.10.024 · Cited by 87 · see citing works
Patient-reported physical activity questionnaires: a systematic review of content and format
Williams, K., Frei, A., Vetsch, A., Dobbels, F., Puhan, M. A., & Rüdell, K. (2012) · Health and Quality of Life Outcomes · doi:10.1186/1477-7525-10-28 · Cited by 52 · see citing works
- Authors
- Patel, S. A., Benzo, R. P., Slivka, W. A., & Sciurba, F. C.
- Affiliations
- University of Pittsburgh (US)
- Venue
- COPD: Journal of Chronic Obstructive Pulmonary Disease
- Publisher
- Informa UK Limited
- Published
- 2007-01
- Volume
- 4
- Issue
- 2
- Pages
- 107-112
- ISSN
- 1541-2555 (ISSN-L)
- 1541-2563
- PMC
- PMC3391963
- OpenAlex
- W2090342579
- Cited by
- 144
- References
- 47
- Citations by year
- 2026: 1 · 2025: 4 · 2024: 2 · 2022: 4 · 2021: 1 · 2020: 5 · 2019: 6 · 2018: 7 · 2017: 10 · 2016: 13 · 2015: 8 · 2014: 14 · 2013: 12 · 2012: 23
- FWCI
- 5.47
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- COPD Journal of Chronic Obstructive Pulmonary Disease (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institutes of Health (UL1TR000005)
- National Cancer Institute (K23CA106544)
- National Center for Advancing Translational Sciences
- Topics
- Health Sciences › Medicine › Pulmonary and Respiratory Medicine › Chronic Obstructive Pulmonary Disease (COPD) Research
- Health Sciences › Medicine › Physiology › Physical Activity and Health
- Physical Sciences › Computer Science › Computer Vision and Pattern Recognition › Context-Aware Activity Recognition Systems
- Keywords
- chronic obstructive pulmonary disease, energy expenditure, physical activity monitoring, accelerometry, wearable activity trackers, test-retest reproducibility, 6-minute walk test, objective activity measurement
- MeSH terms
- Acceleration, Aged, Energy Metabolism, Exercise Test, Female, Humans, Male, Microcomputers, Microelectrodes, Middle Aged, Reproducibility of Results, Monitoring, Ambulatory, Pulmonary Disease, Chronic Obstructive
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review