Capturing Ambulatory Activity Decline in Parkinson's Disease
Open accessAbstract
BACKGROUND AND PURPOSE: Relatively little is known about the natural evolution of physical activity-related participation restrictions associated with Parkinson's disease (PD). We examined this issue prospectively, using continuous monitoring technology to capture the free-living ambulatory activity of persons with PD engaging in life situations. We specifically sought (1) to explore natural, long-term changes in daily ambulatory activity and (2) to compare the responsiveness of ambulatory activity parameters to clinical measures of gait and disease severity. METHODS: Thirty-three persons with PD participated (Hoehn and Yahr range of 1-3). Participants wore a step activity monitor for up to 7 days at baseline and again at 1-year follow-up. Mean daily values were calculated for parameters indicative of amount, intensity, frequency, and duration of ambulatory activity. Clinical measures included the Unified Parkinson Disease Rating Scale, the 6-Minute Walk, and Maximal Gait Speed. Parametric tests for paired samples were used to investigate changes in ambulatory activity parameters and clinical measures. RESULTS: Participants had significant declines in the amount and intensity of daily ambulatory activity but not in its frequency and duration (P < 0.007). Declines occurred in the absence of changes in clinical measures of gait or disease severity. The greatest 1-year decline occurred in the number of daily minutes participants spent engaging in at least moderate-intensity ambulatory activity. CONCLUSION: Continuous monitoring of ambulatory activity beyond mere step counts may serve as a distinct and important means of quantifying declining ambulatory behavior associated with disease progression or improved ambulatory behavior resulting from rehabilitation and medical and/or surgical interventions in persons with PD.
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Over a 1-year period, a decline in physical activity levels was detected using accelerometers in individuals with Parkinson's disease.
“Over a 1-year period, a decline in physical activity levels was detected using accelerometers in individuals with PD [37].”
From Wearable sensors for clinical applications in epilepsy, Parkinson’s disease, and stroke: A mixed-methods systematic review (2018) · cites this paper as [37]
Clinical scales may adequately reflect the patients' symptoms or disabilities, but they are often limited by the predefined ordinal scoring levels and lack sensitivity to more detailed and subtle changes in the clinical status.
“Although the clinical scales may adequately reflect the patients’ symptoms or disabilities, they are often limited by the predefined ordinal scoring levels and lack sensitivity to more detailed and subtle changes in the clinical status [22, 37, 70, 71].”
From Wearable sensors for clinical applications in epilepsy, Parkinson’s disease, and stroke: A mixed-methods systematic review (2018) · cites this paper as [37]
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Cites
Harris, P. A., Taylor, R., Thielke, R., Payne, J., Gonzalez, N., & Conde, J. G. (2009) · Journal of Biomedical Informatics · doi:10.1016/j.jbi.2008.08.010 · Cited by 51,384 · see citing works
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
Hughes, A. J., Daniel, S. E., Kilford, L., & Lees, A. J. (1992) · Journal of Neurology, Neurosurgery & Psychiatry · doi:10.1136/jnnp.55.3.181 · Cited by 10,378 · see citing works
Goetz, C. G., Tilley, B. C., Shaftman, S. R., Stebbins, G. T., Fahn, S., Martinez‐Martin, P., Poewe, W., Sampaio, C., Stern, M. B., Dodel, R., et al. (2008) · Movement Disorders · doi:10.1002/mds.22340 · Cited by 7,536 · see citing works
Systematic review of levodopa dose equivalency reporting in Parkinson's disease
Tomlinson, C. L., Stowe, R. L., Patel, S., Rick, C., Gray, R. G., & Clarke, C. E. (2010) · Movement Disorders · doi:10.1002/mds.23429 · Cited by 4,219 · see citing works
Projected number of people with Parkinson disease in the most populous nations, 2005 through 2030
Dorsey, E. R., Constantinescu, R., Thompson, J. P., Biglan, K., Holloway, R. G., Kieburtz, K. D., Marshall, F. J., Ravina, B. M., Schifitto, G., Siderowf, A. D., et al. (2006) · Neurology · doi:10.1212/01.wnl.0000247740.47667.03 · Cited by 2,479 · see citing works
The Sydney multicenter study of Parkinson's disease: The inevitability of dementia at 20 years
Hely, M. A., Reid, W. G. J., ADENA, M. A., Halliday, G. M., & Morris, J. G. (2008) · Movement Disorders · doi:10.1002/mds.21956 · Cited by 2,245 · see citing works
How Many Steps/Day Are Enough?: Preliminary Pedometer Indices for Public Health
Tudor-Locke, C., & Bassett, D. R. (2004) · Sports Medicine · doi:10.2165/00007256-200434010-00001 · Cited by 2,054 · see citing works
How many steps/day are enough? For older adults and special populations
Tudor-Locke, C. E., Craig, C. L., Aoyagi, Y., Bell, R. C., Croteau, K. A., Bourdeaudhuij, I. D., Ewald, B. D., Gardner, A. W., Hatano, Y., Lutes, L. D., et al. (2011) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/1479-5868-8-80 · Cited by 1,080 · see citing works
Goodwin, V. A., Richards, S. H., Taylor, R. S., Taylor, A. H., & Campbell, J. L. (2008) · Movement Disorders · doi:10.1002/mds.21922 · Cited by 922 · see citing works
Steffen, T. M., & Seney, M. (2008) · Physical Therapy · doi:10.2522/ptj.20070214 · Cited by 862 · see citing works
Gait Assessment in Parkinson's Disease: Toward an Ambulatory System for Long-Term Monitoring
Salarian, A., Russmann, H., Vingerhoets, F. J. G., Dehollain, C., Blanc, Y., Burkhard, P. R., & Aminian, K. (2004) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2004.827933 · Cited by 658 · see citing works
Toward a Common Language for Function, Disability, and Health
Jette, A. M. (2006) · Physical Therapy · doi:10.1093/ptj/86.5.726 · Cited by 623 · see citing works
The Clinically Important Difference on the Unified Parkinson's Disease Rating Scale
Shulman, L. M., Gruber‐Baldini, A. L., Anderson, K. E., Fishman, P. S., Reich, S. G., & Weiner, W. J. (2010) · Archives of Neurology · doi:10.1001/archneurol.2009.295 · Cited by 555 · see citing works
Revisiting "How Many Steps Are Enough?"
Tudor-Locke, C. E., Hatano, Y., Pangrazi, R. P., & Kang, M. (2008) · Medicine & Science in Sports & Exercise · doi:10.1249/mss.0b013e31817c7133 · Cited by 511 · see citing works
Keus, S. H. J., Bloem, B. R., Hendriks, E., Bredero-Cohen, A. B., Munneke, M., & on behalf of the Practice Recommendations Development Group (2006) · Movement Disorders · doi:10.1002/mds.21244 · Cited by 495 · see citing works
Quantitative Gait Analysis in Parkinson’s Disease: Comparison With a Healthy Control Group
Sofuwa, O., Nieuwboer, A., Desloovere, K., Willems, A., Chavret, F., & Jonkers, I. (2005) · Archives of Physical Medicine and Rehabilitation · doi:10.1016/j.apmr.2004.08.012 · Cited by 351 · see citing works
Testing Functional Performance in People With Parkinson Disease
Brusse, K. J., Zimdars, S., Zalewski, K. R., & Steffen, T. M. (2005) · Physical Therapy · doi:10.1093/ptj/85.2.134 · Cited by 252 · see citing works
Dibble, L. E., Addison, O. R., & Papa, E. V. (2009) · Neurology Report · doi:10.1097/npt.0b013e3181990fcc · Cited by 242 · see citing works
Self-citationStep activity monitor: long-term, continuous recording of ambulatory function.
Coleman, K. L., Smith, D. G., Boone, D. A., Joseph, A. W., & del Aguila, M. A. (1999) · PubMed · Cited by 238 · see citing works
Impact of physical therapy for Parkinson's disease: A critical review of the literature
Kwakkel, G., de Goede, C. J. T., & van Wegen, E. E. H. (2007) · Parkinsonism & Related Disorders · doi:10.1016/s1353-8020(08)70053-1 · Cited by 213 · see citing works
Tudor-Locke, C. E., & Lutes, L. D. (2009) · Sports Medicine · doi:10.2165/11319600-000000000-00000 · Cited by 208 · see citing works
Microprocessor-based ambulatory activity monitoring in stroke patients
Macko, R. F., Haeuber, E., Shaughnessy, M., Coleman, K. L., Boone, D. A., Smith, G. V., & Silver, K. H. C. (2002) · Medicine & Science in Sports & Exercise · doi:10.1097/00005768-200203000-00002 · Cited by 185 · see citing works
Step activity monitor: Increased accuracy in quantifying ambulatory activity
Shepherd, E. F., Toloza, E., McClung, C. D., & Schmalzried, T. P. (1999) · Journal of Orthopaedic Research® · doi:10.1002/jor.1100170512 · Cited by 182 · see citing works
Haeuber, E., Shaughnessy, M., Forrester, L. W., Coleman, K. L., & Macko, R. F. (2004) · Archives of Physical Medicine and Rehabilitation · doi:10.1016/j.apmr.2003.11.035 · Cited by 182 · see citing works
Expected values for steps/day in special populations
Tudor-Locke, C. E., Washington, T. L., & Hart, T. L. (2009) · Preventive Medicine · doi:10.1016/j.ypmed.2009.04.012 · Cited by 178 · see citing works
Ellis, T. D., Cavanaugh, J. T., Earhart, G. M., Ford, M. P., Foreman, K. B., & Dibble, L. E. (2011) · Parkinsonism & Related Disorders · doi:10.1016/j.parkreldis.2011.07.004 · Cited by 154 · see citing works
Self-citationCavanaugh, J. T., Coleman, K. L., Gaines, J. M., Laing, L. S., & Morey, M. C. (2006) · Journal of the American Geriatrics Society · doi:10.1111/j.1532-5415.2006.00997.x · Cited by 141 · see citing works
Self-citationBusse, M. E. (2004) · Journal of Neurology Neurosurgery & Psychiatry · doi:10.1136/jnnp.2003.020180 · Cited by 121 · see citing works
Understanding disability in Parkinson's disease
Shulman, L. M. (2010) · Movement Disorders · doi:10.1002/mds.22789 · Cited by 107 · see citing works
Ambulatory Activity in Individuals With Multiple Sclerosis
Cavanaugh, J. T., Gappmaier, V., Dibble, L. E., & Gappmaier, E. (2011) · Neurology Report · doi:10.1097/npt.0b013e3182097190 · Cited by 100 · see citing works
Self-citationChanges in Walking Activity and Endurance Following Rehabilitation for People With Parkinson Disease
White, D. K., WAGENAAR, R. C., Ellis, T. D., & Tickle‐Degnen, L. (2009) · Archives of Physical Medicine and Rehabilitation · doi:10.1016/j.apmr.2008.06.034 · Cited by 70 · see citing works
Self-citationAmbulatory Activity of Stroke Survivors
Manns, P. J., & Baldwin, E. R. L. (2009) · Stroke · doi:10.1161/strokeaha.108.531590 · Cited by 69 · see citing works
Dibble, L. E., Cavanaugh, J. T., Earhart, G. M., Ellis, T. D., Ford, M. P., & Foreman, K. B. (2010) · BMC Neurology · doi:10.1186/1471-2377-10-110 · Cited by 48 · see citing works
Self-citationDaily ambulatory activity levels in idiopathic Parkinson disease.
Skidmore, F. M., Mackman, C. A., Pav, B., Shulman, L. M., Garvan, C. W., Macko, R. F., & Heilman, K. M. (2008) · PubMed · Cited by 47 · see citing works
White, D. K., WAGENAAR, R. C., Olmo, M. E. D., & Ellis, T. D. (2007) · Neurorehabilitation and neural repair · doi:10.1177/1545968306297867 · Cited by 37 · see citing works
Self-citationMunneke, M., de Jong, Z., Zwinderman, A. H., et al. (2001) · PubMed · Cited by 35 · see citing works
Distribution of motor impairment influences quality of life in Parkinson's disease
Stewart, K. C., Fernandez, H. H., Okun, M. S., Jacobson, C. E., & Hass, C. J. (2008) · Movement Disorders · doi:10.1002/mds.22162 · Cited by 34 · see citing works
Monitoring Activity in Individuals with Parkinson Disease
White, D. K., WAGENAAR, R. C., & Ellis, T. D. (2006) · Neurology Report · doi:10.1097/01.npt.0000282145.10822.20 · Cited by 31 · see citing works
Self-citationStep Activity in Persons With Parkinson’s Disease
Ford, M. P., Malone, L. A., Walker, H. C., Nyikos, I., Yelisetty, R., & Bickel, C. S. (2010) · Journal of Physical Activity and Health · doi:10.1123/jpah.7.6.724 · Cited by 23 · see citing works
Self-citationMonitoring of walking in Parkinson’s disease: Validation of an ambulatory activity monitor
Speelman, A. D., van Nimwegen, M., Borm, G. F., Bloem, B. R., & Munneke, M. (2011) · Parkinsonism & Related Disorders · doi:10.1016/j.parkreldis.2011.02.006 · Cited by 19 · see citing works
Bowden, M. G., Hannold, E. M., Nair, P. M., et al. (2008) · Neurology Report · doi:10.1097/npt.0b013e3181838291 · Cited by 18 · see citing works
Xanthopoulos, P., Heilman, K. M., Drago, V., Pardalos, P. M., Foster, P. S., & Skidmore, F. M. (2008) · Neuroscience Letters · doi:10.1016/j.neulet.2008.10.032 · Cited by 10 · see citing works
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- [40]Macko RF Haeuber E Shaughnessy M Microprocessor-based ambulatory activity monitoring in stroke patients Med Sci Sports Exerc 3 2002 34 3 394 399 11880800
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Espay, A. J., Bonato, P., Nahab, F. B., Maetzler, W., Dean, J. M., Klucken, J., Eskofier, B. M., Merola, A., Horak, F., Lang, A. E., et al. (2016) · Movement Disorders · doi:10.1002/mds.26642 · Cited by 654 · see citing works
Godinho, C., Domingos, J., Cunha, G., Santos, A. T., Fernandes, R. M., Abreu, D., Gonçalves, N., Matthews, H., Isaacs, T., Duffen, J., et al. (2016) · Journal of NeuroEngineering and Rehabilitation · doi:10.1186/s12984-016-0136-7 · Cited by 226 · see citing works
Remote Physical Activity Monitoring in Neurological Disease: A Systematic Review.
Block, V. A. J., Pitsch, E., Tahir, P., Cree, B. A. C., Allen, D. D., & Gelfand, J. M. (2016) · PLOS ONE · doi:10.1371/journal.pone.0154335 · Cited by 198 · see citing works
Conradsson, D., Löfgren, N., Nero, H., Hagströmer, M., Ståhle, A., Lökk, J., & Franzén, E. (2015) · Neurorehabilitation and neural repair · doi:10.1177/1545968314567150 · Cited by 205 · see citing works
Johansson, D., Malmgren, K., & Alt Murphy, M. (2018) · Journal of Neurology · doi:10.1007/s00415-018-8786-y · Cited by 188 · see citing works
Continuous monitoring of turning in Parkinson’s disease: Rehabilitation potential
Mancini, M., El-Gohary, M., Pearson, S., McNames, J., Schlueter, H., Nutt, J. G., King, L. A., & Horak, F. B. (2015) · NeuroRehabilitation · doi:10.3233/nre-151236 · Cited by 175 · see citing works
Ellis, T., Latham, N. K., DeAngelis, T. R., Thomas, C. A., Saint-Hilaire, M., & Bickmore, T. W. (2013) · American Journal of Physical Medicine & Rehabilitation · doi:10.1097/phm.0b013e31828cd466 · Cited by 91 · see citing works
Self-citationValidation of a Portable Device for Mapping Motor and Gait Disturbances in Parkinson’s Disease
Rodríguez-Molinero, A., Samà, A., Pérez-Martínez, D. A., Pérez López, C., Romagosa, J., Bayés, À., Sanz, P., Calopa, M., Gálvez-Barrón, C., de Mingo, E., et al. (2015) · JMIR mHealth and uHealth · doi:10.2196/mhealth.3321 · Cited by 64 · see citing works
- Authors
- Cavanaugh, J. T., Ellis, T. D., Earhart, G. M., Ford, M. P., Foreman, K. B., & Dibble, L. E.
- Affiliations
- University of New England (US)
- Boston University (US)
- Corresponding author
- Cavanaugh, James T.
- Venue
- Journal of Neurologic Physical Therapy
- Published
- 2012-06
- Volume
- 36
- Issue
- 2
- Pages
- 51-57
- ISSN
- 1085-049X (ISSN-L)
- 1557-0576
- PMC
- PMC3934648
- OpenAlex
- W2013491566
- Cited by
- 141
- References
- 43
- Citations by year
- 2026: 8 · 2025: 9 · 2024: 8 · 2023: 12 · 2022: 10 · 2021: 9 · 2020: 15 · 2019: 4 · 2018: 13 · 2017: 14 · 2016: 16 · 2015: 9 · 2014: 6 · 2013: 8
- FWCI
- 18.31
- Type
- journal article
- Language
- en
- Open access
- green
- europepmc.org
- Locations
- Neurology Report (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institutes of Health (5k12hd043444-10)
- Eunice Kennedy Shriver National Institute of Child Health and Human Development (K12-HD043444)
- Topics
- Health Sciences › Health Professions › Physical Therapy, Sports Therapy and Rehabilitation › Balance, Gait, and Falls Prevention
- Health Sciences › Medicine › Physiology › Physical Activity and Health
- Health Sciences › Medicine › Neurology › Parkinson's Disease Mechanisms and Treatments
- Keywords
- Parkinson's disease, ambulatory activity, physical activity decline, gait, disease severity, disease progression, physical activity intensity, rehabilitation outcomes, wearable sensors
- MeSH terms
- Activities of Daily Living, Aged, Female, Follow-Up Studies, Gait, Humans, Male, Middle Aged, Parkinson Disease, Prospective Studies, Psychiatric Status Rating Scales, Severity of Illness Index, Walking, Monitoring, Ambulatory
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