A smartphone-based architecture to detect and quantify freezing of gait in Parkinson's disease

Gait and Posture

Volumn 50, Issue , 2016, Pages 28-33

  Capecci, Marianna ^a   Pepa, Lucia ^a   Verdini, Federica ^a   Ceravolo, Maria Gabriella ^a  

^a UNIVERSITÀ POLITECNICA DELLE MARCHE   (Italy)

Author keywords

Accelerometer; Freezing of gait; Parkinson's disease; Smartphone; Wearable system

Indexed keywords

AGED; ALGORITHM; ARTICLE; CLINICAL ARTICLE; CLINICAL ASSESSMENT; COGNITIVE FUNCTION TEST; DIAGNOSTIC ACCURACY; DISEASE DURATION; FEMALE; FREEZING OF GAIT; FRONTAL ASSESSMENT BATTERY TEST; GAIT DISORDER; HOEHN AND YAHR SCALE; HUMAN; LIMIT OF QUANTITATION; MALE; PARKINSON DISEASE; PRIORITY JOURNAL; RELIABILITY; SENSITIVITY AND SPECIFICITY; SMARTPHONE; TIMED UP AND GO TEST; UNIFIED PARKINSON DISEASE RATING SCALE; VIDEORECORDING; ACCELEROMETRY; COMPLICATION; MIDDLE AGED; NEUROLOGIC GAIT DISORDER; REPRODUCIBILITY;

ACCELEROMETRY; AGED; ALGORITHMS; FEMALE; GAIT DISORDERS, NEUROLOGIC; HUMANS; MALE; MIDDLE AGED; PARKINSON DISEASE; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY; SMARTPHONE; VIDEO RECORDING;

EID: 84983458766     PISSN: 09666362     EISSN: 18792219     Source Type: Journal    
DOI: 10.1016/j.gaitpost.2016.08.018     Document Type: Article

References (28)

1. [1] Pringsheim, T., Jette, N., Frolkis, A., Steeves, T.D.L., The prevalence of Parkinson's disease: a systematic review and meta-analysis. Mov. Disord. 29 (2014), 1583–1590.
2. [2] Tan, D.M., McGinley, J.L., Danoudis, M.E., Iansek, R., Morris, M.E., Freezing of gait and activity limitations in people with Parkinson's disease. Arch. Phys. Med. Rehabil. 92 (2011), 1159–1165.
3. [3] Bloem, B.R., Hausdorff, J.M., Visser, J.E., Giladi, N., Falls and freezing of gait in Parkinson's disease: a review of two interconnected, episodic phenomena. Mov. Disord. 19 (2004), 871–884.
4. [4] Nieuwboer, A., Giladi, N., Characterizing freezing of gait in Parkinson's disease: models of an episodic phenomenon. Mov. Disord. 28 (2013), 1509–1519.
5. [5] Spaulding, S.J., Barber, B., Colby, M., Cormack, B., Mick, T., Jenkins, M.E., Cueing and gait improvement among people with Parkinson's disease: a meta-analysis. Arch. Phys. Med. Rehab. 94 (2013), 562–570.
6. [6] Baker, K., Rochester, L., Nieuwboer, A., The immediate effect of attentional, auditory, and a combined cue strategy on gait during single and dual tasks in Parkinson's disease. Arch. Phys. Med. Rehab. 88 (2007), 1593–1600.
7. [7] Nutt, J.G., Bloem, B.R., Giladi, N., Hallett, M., Horak, F.B., Nieuwboer, A., Freezing of gait: moving forward on a mysterious clinical phenomenon. Lancet Neurol. 10 (2011), 734–744.
8. [8] Schaafsma, J.D., Balash, Y., Gurevich, T., Bartels, A.L., Hausdorff, J.M., Giladi, N., Characterization of freezing of gait subtypes and the response of each to levodopa in Parkinson's disease. Eur. J. Neurol. 10 (2003), 391–398.
9. [9] Factor, S.A., Scullin, M.K., Sollinger, A.B., Land, J.O., Wood-Siverio, C., Zanders, L., Freeman, A., Bliwise, D.L., Goldstein, F.C., Freezing of gait subtypes have different cognitive correlates in Parkinson's disease. Parkinsonism Relat. Disord. 20 (2014), 1359–1364.
10. [10] Raffo De Ferrari, A., Lagravinese, G., Pelosin, E., Pardini, M., Serrati, C., Abbruzzese, G., Avanzino, L., Freezing of gait and affective theory of mind in Parkinson disease. Parkinsonism Relat. Disord.(March (4)), 2015, 00078–84, 10.1016/j.parkreldis.2015.02.023 pii: S1353-8020(15)00078-4.
11. [11] Moore, S.T., MacDougall, H.G., Ondo, W.G., Ambulatory monitoring of freezing of gait in Parkinson's disease. J. Neurosci. Methods 167 (2008), 340–348.
12. [12] Bächlin, M., Plotnik, M., Roggen, D., Maidan, I., Hausdorff, J.M., Giladi, N., Tröster, G., Wearable assistant for Parkinson's disease patients with the freezing of gait symptom. IEEE Trans. Inf. Technol. Biomed. 14 (2010), 436–446.
13. [13] Moore, S.T., Yungher, D.A., Morris, T.R., Dilda, V., MacDougall, H.G., Shine, J.M., Naismith, S.L., Lewis, S.J., Autonomous identification of freezing of gait in Parkinson's disease from lower-body segmental accelerometry. J. Neuroeng. Rehabil., 10, 2013, 19.
14. [14] Mazilu, S., Hardegger, M., Zhu, Z., Roggen, D., Troster, G., Plotnik, M., Hausdorff, J., Online detection of freezing of gait with smartphones and machine learning techniques. Pervasive Computing Technologies for Healthcare (PervasiveHealth), 6th International Conference on, 2012, 2012, 123–130.
15. [15] Kim, H., Lee, H.J., Lee, W., Kwon, S., Kim, S.K., Jeon, H.S., Park, H., Shin, C.W., Yi, W.J., Jeon, B., Park, K., Unconstrained detection of freezing of gait in parkinson's disease patients using smartphone. Engineering in Medicine and Biology Society (EMBC), 37th Annual International Conference of the IEEE, 2015, 2015, 3751–3754.
16. [16] Ginis, P., Nieuwboer, A., Dorfman, M., Ferrari, A., Gazit, E., Canning, C.G., Rocchi, L., Chiari, L., Hausdorff, J.M., Mirelman, A., Feasibility and effects of home-based smartphone delivered automated feedback training for gait in people with Parkinson's disease: a pilot randomized controlled trial. Parkinsonism Relat. Disorders 22 (2016), 28–34.
17. [17] Venkatesh, V., Morris, M.G., Davis, G.B., Davis, F.D., User acceptance of information technology: toward a unified view. MIS Q. 27:3 (2003), 425–478.
18. [18] Gelb, D.J., Oliver, E., Gilman, S., Diagnostic criteria for Parkinson disease. Arch. Neurol. 56 (1999), 33–39.
19. [19] Snijders, A.H., Haaxma, C.A., Hagen, Y.J., Munneke, M., Bloem, B.R., Freezer or non-freezer: clinical assessment of freezing of gait, Parkinsonism. Relat. Disord. 18 (2012), 149–154.
20. [20] Shumway-Cook, A., Brauer, S., Woollacott, M., Predicting the probability for falls in community-dwelling older adults using the timed up & go test. Phys. Ther. 80 (2000), 896–903.
21. [21] Hofheinz, M., Schusterschitz, C., Dual task interference in estimating the risk of falls and measuring change: a comparative, psychometric study of four measurements. Clin. Rehabil. 24 (2010), 831–842.
22. [22] Baker, K., Rochester, L., Nieuwboer, A., The immediate effect of attentional, auditory, and a combined cue strategy on gait during single and dual tasks in Parkinson's disease. Arch. Phys. Med. Rehabil. 88 (2007), 1593–1600.
23. [23] Auvinet, B., Berrut, G., Touzard, C., Moutel, L., Collet, N., Chaleil, D., Barrey, E., Reference data for normal subjects obtained with an accelerometric device. Gait Posture 16:2 (2002), 124–134.
24. [24] Pepa, L., Verdini, F., Capecci, M., Ceravolo, M.G., Leo, T., Can the current mobile technology help for medical Assistance?. The Case of Freezing of Gait in Parkinson Disease. Ambient Assisted Living: Italian Forum 2013, 2014, Springer-Verlag, Ed Berlin Heidelberg.
25. [25] Pepa, L., Ciabattoni, L., Verdini, F., Capecci, M., Ceravolo, M.G., Smartphone based fuzzy logic freezing of gait detection in Parkinson's disease. Mechatronic and Embedded Systems and Applications (MESA), 2014 IEEE/ASME 10th International Conference, 2014, 1–6.
26. [26] Nieuwboer, A., Dom, R., De Weerdt, W., Desloovere, K., Fieuws, S., Broens-Kaucsik, E., Abnormalities of the spatiotemporal characteristics of gait at the onset of freezing in Parkinson's disease. Mov. Disord. 16 (2001), 1066–1075.
27. [27] Nanhoe-Mahabier, W., Snijders, A.H., Delval, A., Weerdesteyn, V., Duysens, J., Overeem, S., Bloem, B.R., Walking patterns in parkinson's disease with and without freezing of gait. Neuroscience 19 (2011), 217–224.
28. [28] Arora, S., Venkataraman, V., Zhan, A., Donohue, S., Biglan, K.M., Dorsey, E.R., Little, M.A., Detecting and monitoring the symptoms of Parkinson's disease using smartphones: a pilot study. Parkinsonism Relat. Disord. 21 (2015), 650–653.