Wearable sensor use for assessing standing balance and walking stability in people with Parkinson's disease: A systematic review

PLoS ONE

Volumn 10, Issue 4, 2015, Pages

  Hubble, Ryan P ^a   Naughton, Geraldine A ^a   Silburn, Peter A ^b   Cole, Michael H ^a  

^a AUSTRALIAN CATHOLIC UNIVERSITY   (Australia)

^b UNIVERSITY OF QUEENSLAND   (Australia)

Author keywords

[No Author keywords available]

Indexed keywords

ACCELEROMETER; ARTICLE; BALANCE IMPAIRMENT; BODY EQUILIBRIUM; GAIT; HUMAN; PARKINSON DISEASE; SENSOR; STABILOGRAPHY; STANDING; SYSTEMATIC REVIEW; WEARABLE SENSOR; DEVICES; META ANALYSIS; PATHOPHYSIOLOGY; PHYSIOLOGY; WALKING;

HUMANS; PARKINSON DISEASE; PHYSIOLOGY; POSTURAL BALANCE; WALKING;

EID: 84928474085     PISSN: None     EISSN: 19326203     Source Type: Journal    
DOI: 10.1371/journal.pone.0123705     Document Type: Article

References (57)

1. Shulman L, Gruber-Baidini AL, Anderson KE, Vaughan CG, Reich SG, Fishman PS, et al. (2008) The evolution of disability in Parkinson disease. Movement Disorders 23: 790-796. doi: 10.1002/mds.21879 PMID: 18361474
2. Kerr G, Worringham C, Cole M, Lacherez P, Wood J and Silburn PA (2010) Predictors of future falls in Parkinson disease. Neurology 75: 116-124. doi: 10.1212/WNL.0b013e3181e7b688 PMID: 20574039
3. Landers MR, Backlund A, Davenport J, Fortune J, Schuerman S and Altenburger P (2008) Postural instability in idiopathic Parkinson's disease: discriminating fallers from nonfallers based on standardized clinical measures. Journal of Neurologic Physical Therapy 32: 56-61. doi: 10.1097/NPT.0b013e3181761330 PMID: 18645292
4. Mak MK and Pang MY (2009) Balance confidence and functional mobility are independently associated with falls in people with Parkinson's disease. Journal of Neurology 256: 742-749. doi: 10.1007/s00415-009-5007-8 PMID: 19240961
5. Lun V, Pullan N, Labelle N, Adams C and Suchowersky O (2005) Comparison of the effects of a self - supervised home exercise program with a physiotherapist - supervised exercise program on the motor symptoms of Parkinson's disease. Movement Disorders 20: 971-975. PMID: 15838853
6. Allen NE, Canning CG, Sherrington C, Lord SR, Latt MD, Close JC, et al. (2010) The effects of an exercise program on fall risk factors in people with Parkinson's disease: a randomized controlled trial. Movement Disorders 25: 1217-1225. doi: 10.1002/mds.23082 PMID: 20629134
7. Ashburn A, Fazakarley L, Ballinger C, Pickering R, McLellan LD and Fitton C (2007) A randomised controlled trial of a home based exercise programme to reduce the risk of falling among people with Parkinson's disease. Journal of Neurology, Neurosurgery & Psychiatry 78: 678-684.
8. Goodwin VA, Richards SH, Henley W, Ewings P, Taylor AH and Campbell JL (2011) An exercise intervention to prevent falls in people with Parkinson's disease: a pragmatic randomised controlled trial. Journal of Neurology, Neurosurgery & Psychiatry 82: 1232-1238.
9. Lin MR, Wolf SL, Hwang HF, Gong SY and Chen CY (2007) A randomized, controlled trial of fall prevention programs and quality of life in older fallers. Journal of the American Geriatrics Society 55: 499-506. PMID: 17397426
10. Cole MH, Silburn PA, Wood JM and Kerr GK (2011) Falls in Parkinson's disease: Evidence for altered stepping strategies on compliant surfaces. Parkinsonism & Related Disorders 17: 610-616.
11. Cole MH, Silburn PA, Wood JM, Worringham CJ and Kerr GK (2010) Falls in Parkinson's disease: kinematic evidence for impaired head and trunk control. Movement Disorders 25: 2369-2378. doi: 10.1002/mds.23292 PMID: 20737542
12. Wilcox RA, Cole MH, Wong D, Coyne TJ, Silburn PA and Kerr G (2011) Pedunculopontine nucleus deep brain stimulation produces sustained improvement in primary progressive freezing of gait. Journal of Neurology, Neurosurgery & Psychiatry 82: 1256-1259.
13. Mancini M, Salarian A, Carlson-Kuhta P, Zampieri C, King L, Chiari L, et al. (2012) ISway: a sensitive, valid and reliable measure of postural control. Journal of Neuroengineering and Rehabilitation 9: 59. doi: 10.1186/1743-0003-9-59 PMID: 22913719
14. Palmerini L, Mellone S, Avanzolini G, Valzania F and Chiari L (2013) Quantification of motor impairment in Parkinson's disease using an instrumented timed up and go test. IEEE Transactions on Neural Systems and Rehabilitation Engineering 21: 664-673. doi: 10.1109/TNSRE.2012.2236577 PMID: 23292821
15. Salarian A, Horak FB, Zampieri C, Carlson-Kuhta P, Nutt JG and Aminian K (2010) iTUG: A sensitive and reliable measure of mobility. IEEE Transactions on Neural Systems and Rehabilitation Engineering 18: 303-310. doi: 10.1109/TNSRE.2010.2047606 PMID: 20388604
16. Weiss A, Herman T, Plotnik M, Brozgol M, Maidan I, Giladi N, et al. (2010) Can an accelerometer enhance the utility of the Timed Up & Go Test when evaluating patients with Parkinson's disease? Medical Engineering and Physics 32: 119-125. doi: 10.1016/j.medengphy.2009.10.015 PMID: 19942472
17. Herman T, Weiss A, Brozgol M, Giladi N and Hausdorff JM (2014) Gait and balance in Parkinson's disease subtypes: objective measures and classification considerations. Journal of Neurology 261: 2401-2410. doi: 10.1007/s00415-014-7513-6 PMID: 25249296
18. Fazio P, Granieri G, Casetta I, Cesnik E, Mazzacane S, Caliandro P, et al. (2013) Gait measures with a triaxial accelerometer among patients with neurological impairment. Neurological Sciences 34: 435-440. doi: 10.1007/s10072-012-1017-x PMID: 22447360
19. Lowry KA, Smiley-Oyen AL, Carrel AJ and Kerr JP (2009) Walking stability using harmonic ratios in Parkinson's disease. Movement Disorders 24: 261-267. doi: 10.1002/mds.22352 PMID: 18973258
20. Sejdic E, Lowry KA, Bellanca J, Redfern MS and Brach JS (2014) A comprehensive assessment of gait accelerometry signals in time, frequency and time-frequency domains. IEEE Transactions on Neural Systems and Rehabilitation Engineering 22: 603-612. doi: 10.1109/TNSRE.2013.2265887 PMID: 23751971
21. Sekine M, Akay M, Tamura T, Higashi Y and Fujimoto T (2004) Fractal dynamics of body motion in patients with Parkinson's disease. Journal of Neural Engineering 1: 8-15. PMID: 15876617
22. Weiss A, Sharifi S, Plotnik M, Van Vugt JPP, Giladi N and Hausdorff JM (2011) Toward automated, at-home assessment of mobility among patients with Parkinson disease, using a body-worn accelerometer. Neurorehabilitation and Neural Repair 25: 810-818. doi: 10.1177/1545968311424869 PMID: 21989633
23. Yang CC, Hsu YL, Shih KS and Lu JM (2011) Real-time gait cycle parameter recognition using a wearable accelerometry system. Sensors 11: 7314-7326. doi: 10.3390/s110807314 PMID: 22164019
24. Baston C, Mancini M, Schoneburg B, Horak F and Rocchi L (2014) Postural strategies assessed with inertial sensors in healthy and parkinsonian subjects. Gait and Posture 40: 70-75. doi: 10.1016/j.gaitpost.2014.02.012 PMID: 24656713
25. Mancini M, Carlson-Kuhta P, Zampieri C, Nutt JG, Chiari L and Horak FB (2012) Postural sway as a marker of progression in Parkinson's disease: a pilot longitudinal study. Gait and Posture 36: 471-476. doi: 10.1016/j.gaitpost.2012.04.010 PMID: 22750016
26. Mancini M, Horak FB, Zampieri C, Carlson-Kuhta P, Nutt JG and Chiari L (2011) Trunk accelerometry reveals postural instability in untreated Parkinson's disease. Parkinsonism and Related Disorders 17: 557-562. doi: 10.1016/j.parkreldis.2011.05.010 PMID: 21641263
27. Sant'Anna A, Salarian A and Wickstrom N (2011) A new measure of movement symmetry in early Parkinson's disease patients using symbolic processing of inertial sensor data. IEEE Transactions on Biomedical Engineering 58: 2127-2135. doi: 10.1109/TBME.2011.2149521 PMID: 21536527
28. Zampieri C, Salarian A, Carlson-Kuhta P, Aminian K, Nutt JG and Horak FB (2010) The instrumented timed up and go test: Potential outcome measure for disease modifying therapies in Parkinson's disease. Journal of Neurology, Neurosurgery & Psychiatry 81: 171-176.
29. Van Emmerik RE, Wagenaar RC, Winogrodzka A and Wolters EC (1999) Identification of axial rigidity during locomotion in Parkinson disease. Archives of Physical Medicine and Rehabilitation 80: 186-191. PMID: 10025495
30. Latt MD, Menz HB, Fung VS and Lord SR (2009) Acceleration patterns of the head and pelvis during gait in older people with Parkinson's disease: A comparison of fallers and nonfallers. Journals of Gerontology: Biological Sciences and Medical Sciences 64: 700-706. doi: 10.1093/gerona/glp009 PMID: 19221191
31. Weiss A, Herman T, Giladi N and Hausdorff JM (2014) Objective assessment of fall risk in Parkinson's disease using a body-fixed sensor worn for 3 days. PLoS ONE 9: e96675. doi: 10.1371/journal.pone.0096675 PMID: 24801889
32. Gago MF, Fernandes V, Ferreira J, Silva H, Rodrigues ML, Rocha L, et al. (2014) The effect of levodopa on postural stability evaluated by wearable inertial measurement units for idiopathic and vascular Parkinson's disease. Gait and Posture.
33. Rocchi L, Palmerini L, Weiss A, Herman T and Hausdorff JM (2014) Balance testing with inertial sensors in patients with Parkinson's disease: assessment of motor subtypes. IEEE Transactions on Neural Systems and Rehabilitation Engineering 22: 1064-1071. doi: 10.1109/TNSRE.2013.2292496 PMID: 24760912
34. Sekine M, Akay M, Tamura T, Higashi Y and Fujimoto T (2004) Investigating body motion patterns in patients with Parkinson's disease using matching pursuit algorithm. Medical and Biological Engineering and Computing 42: 30-36. PMID: 14977220
35. Weiss A, Herman T, Giladi N and Hausdorff JM (2014) New evidence for gait abnormalities among Parkinson's disease patients who suffer from freezing of gait: Insights using a body-fixed sensor worn for 3 days. Journal of Neural Transmission 122: 403-410. doi: 10.1007/s00702-014-1279-y PMID: 25069586
36. Mirelman A, Heman T, Yasinovsky K, Thaler A, Gurevich T, Marder K, et al. (2013) Fall risk and gait in Parkinson's disease: The role of the LRRK2 G2019S mutation. Movement Disorders 28: 1683-1690. doi: 10.1002/mds.25587 PMID: 24123150
37. Hasmann SE, Berg D, Hobert MA, Weiss D, Lindemann U, Streffer J, et al. (2014) Instrumented functional reach test differentiates individuals at high risk for Parkinson's disease from controls. Frontiers in Aging Neuroscience 6: 286. doi: 10.3389/fnagi.2014.00286 PMID: 25386137
38. Maetzler W, Mancini M, Liepelt-Scarfone I, Müller K, Becker C, van Lummel RC, et al. (2012) Impaired trunk stability in individuals at high risk for Parkinson's disease. PLoS ONE 7: e32240. doi: 10.1371/journal.pone.0032240 PMID: 22457713
39. Lowry KA, Carrel AJ, McIlrath JM and Smiley-Oyen AL (2010) Use of harmonic ratios to examine the effect of cueing strategies on gait stability in persons with Parkinson's disease. Archives of Physical Medicine and Rehabilitation 91: 632-638. doi: 10.1016/j.apmr.2009.12.016 PMID: 20382298
40. Palmerini L, Rocchi L, Mellone S, Valzania F and Chiari L (2011) Feature selection for accelerometer-based posture analysis in Parkinson's disease. IEEE Transactions on Information Technology in Biomedicine 15: 481-490. doi: 10.1109/TITB.2011.2107916 PMID: 21349795
41. Downs SH and Black N (1998) The feasibility of creating a checklist for the assessment of the methodological quality both of randomised and non-randomised studies of health care interventions. Journal of Epidemiology and Community Health 52: 377-384. PMID: 9764259
42. Nayak BK (2010) Understanding the relevance of sample size calculation. Indian Journal of Ophthalmology 58: 469-470. doi: 10.4103/0301-4738.71673 PMID: 20952828
43. Skelly AC, Dettori JR and Brodt ED (2012) Assessing bias: The importance of considering confounding. Evidence-Based Spine-Care Journal 3: 9-12. doi: 10.1055/s-0032-1327804 PMID: 23526903
44. Alexander NB (1996) Gait disorders in older adults. Journal of the American Geriatrics Society 44: 434-451. PMID: 8636592
45. Elble R, Thomas SS, Higgins C and Colliver J (1991) Stride-dependent changes in gait of older people. Journal of Neurology 238: 1-5. PMID: 2030366
46. Helbostad JL and Moe-Nilssen R (2003) The effect of gait speed on lateral balance control during walking in healthy elderly. Gait and Posture 18: 27-36. PMID: 14654205
47. Hirasaki E, Moore ST, Raphan T and Cohen B (1999) Effects of walking velocity on vertical head and body movements during locomotion. Experimental Brain Research 127: 117-130. PMID: 10442403
48. Latt MD, Menz HB, Fung VS and Lord SR (2008) Walking speed, cadence and step length are selected to optimize the stability of head and pelvis accelerations. Experimental Brain Research 184: 201-209. PMID: 17717650
49. Hageman PA, Leibowitz JM and Blanke D (1995) Age and gender effects on postural control measures. Archives of Physical Medicine and Rehabilitation 76: 961-965. PMID: 7487439
50. Steffen TM, Hacker TA and Mollinger L (2002) Age-and gender-related test performance in community-dwelling elderly people: Six-Minute Walk Test, Berg Balance Scale, Timed Up & Go Test, and gait speeds. Physical Therapy 82: 128-137. PMID: 11856064
51. Gill J, Allum JH, Carpenter MG, Held-Ziolkowska M, Adkin AL, Honegger F, et al. (2001) Trunk sway measures of postural stability during clinical balance tests effects of age. The Journals of Gerontology: Biological Sciences and Medical Sciences 56: 438-447.
52. O'Sullivan JD, Said CM, Dillon LC, Hoffman M and Hughes AJ (1998) Gait analysis in patients with Parkinson's disease and motor fluctuations: influence of levodopa and comparison with other measures of motor function. Movement Disorders 13: 900-906. PMID: 9827613
53. Schaafsma JD, Giladi N, Balash Y, Bartels AL, Gurevich T and Hausdorff JM (2003) Gait dynamics in Parkinson's disease: Relationship to Parkinsonian features, falls and response to levodopa. Journal of the Neurological Sciences 212: 47-53. PMID: 12809998
54. Nova IC, Perracini MR and Ferraz HB (2004) Levodopa effect upon functional balance of Parkinson's disease patients. Parkinsonism and Related Disorders 10: 411-415. PMID: 15465397
55. Wood B, Bilclough J, Bowron A and Walker R (2002) Incidence and prediction of falls in Parkinson's disease: A prospective multidisciplinary study. Journal of Neurology, Neurosurgery & Psychiatry 72: 721-725.
56. Ashburn A, Stack E, Ballinger C, Fazakarley L and Fitton C (2008) The circumstances of falls among people with Parkinson's disease and the use of falls diaries to facilitate reporting. Disability and Rehabilitation 30: 1205-1212. doi: 10.1080/09638280701828930 PMID: 18608387
57. Berg WP, Alessio HM, Mills EM and Tong C (1997) Circumstances and consequences of falls in independent community-dwelling older adults. Age and Ageing 26: 261-268. PMID: 9271288