Nonlinear Analysis of Postural Sway in Multiple Sclerosis
Autor: | Cao, Hua, Peyrodie, Laurent, Agnani, Olivier, Donzé, Cécile |
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Jazyk: | angličtina |
Rok vydání: | 2015 |
Předmět: | |
DOI: | 10.5281/zenodo.1110834 |
Popis: | Multiple Sclerosis (MS) is a disease which affects the central nervous system and causes balance problem. In clinical, this disorder is usually evaluated using static posturography. Some linear or nonlinear measures, extracted from the posturographic data (i.e. center of pressure, COP) recorded during a balance test, has been used to analyze postural control of MS patients. In this study, the trend (TREND) and the sample entropy (SampEn), two nonlinear parameters were chosen to investigate their relationships with the expanded disability status scale (EDSS) score. 40 volunteers with different EDSS scores participated in our experiments with eyes open (EO) and closed (EC). TREND and 2 types of SampEn (SampEn1 and SampEn2) were calculated for each combined COP's position signal. The results have shown that TREND had a weak negative correlation to EDSS while SampEn2 had a strong positive correlation to EDSS. Compared to TREND and SampEn1, SampEn2 showed a better significant correlation to EDSS and an ability to discriminate the MS patients in the EC case. In addition, the outcome of the study suggests that the multi-dimensional nonlinear analysis could provide some information about the impact of disability progression in MS on dynamics of the COP data. {"references":["J. F. Kurtzke, \"Rating neurologic impairment in multiple sclerosis: an\nexpanded disability status scale (EDSS),\" Neurology., vol. 33, pp. 1444-\n1452, 1983.","A. Yahia, S. Ghroubi, C. Mhiri, and M. H. Elleuch, \"Relationship\nbetween muscular strength, gait and postural parameters in multiple\nsclerosis,\" Ann. Phys. Rehabil. Med., vol. 54, pp. 144-155, 2011.","A. Porosinska, K. Pierzchala, M. Mentel, and J. Karpe, \"Evaluation of\npostural balance control in patients with multiple sclerosis – effect of\ndifferent sensory conditions and arithmetic task execution. A pilot\nstudy,\" Neurol. Neurochir. Pol., vol. 44, pp. 35–42, 2010.","L. Peyrodie, S. Boudet, A. Pinti, F. Cavillon, O. Agnani, and P. Gallois,\n\"Relations entre posturologie et score EDSS,\" Sciences et Technologies\npour le Handicap, vol. 4, pp. 55-71, 2010.","H. Cao, L. Peyrodie, S. Boudet, F. Cavillon, O. Agnani, P. Hautecoeur,\nand C. Donzé, \"Expanded Disability Status Scale (EDSS) estimation in\nmultiple sclerosis from posturographic data,\" Gait Posture, vol. 37, pp.\n242-245, 2013.","J. M. Huisinga, J. M. Yentes, M. L. Filipi, and N. Stergiou, \"Postural\ncontrol strategy during standing is altered in patients with multiple\nsclerosis,\" Neurosci Lett., vol. 524, pp. 124-128, 2012.","H. Negahban, M. A. Sanjari, R. Mofateh, and M. Parnianpour,\n\"Nonlinear dynamical structure of sway path during standing in patients\nwith multiple sclerosis and in healthy controls is affected by changes in\nsensory input and cognitive load,\" Neurosci Lett., vol. 553, pp.126-131,\n2013.","N. Marwan, M. Carmenromano, M. Thiel, and J. Kurths, \"Recurrence\nplots for the analysis of complex systems,\" Physics Reports, vol. 438,\npp. 237-329, 2007.","S. Ramdani, G. Tallon, P. L. Bernard, and H. Blain, \"Recurrence\nQuantification Analysis of Human Postural Fluctuations in Older Fallers\nand Non-fallers,\" Annals of Biomedical Engineering, vol. 41, pp. 1713-\n1725, 2013.\n[10] S. Ramdani, B. Seigle, J. Lagarde, F. Bouchara, and P. L. Bernard, \"On\nthe use of sample entropy to analyze human postural sway data,\" Med\nEng Phys., vol. 31, pp. 1023-1031, 2009.\n[11] C. K. Rhea, T. A. Silver, S. L. Hong, J. H. Ryu, B. E. Studenka, C. M.\nHughes, and J. M. Haddad, \"Noise and Complexity in Human Postural\nControl: Interpreting the Different Estimations of Entropy\", PLoS One,\nvol. 6, pp. e17696, 2011.\n[12] M. Aboy, D. Cuesta-Frau, D. Austin, and P. Mico-Tormos,\n\"Characterization of Sample Entropy in the Context of Biomedical\nSignal Analysis,\" in Proc. 29th Annu. Int. Conf. IEEE EMBS, Lyon,\n2007, pp. 5942–5945.\n[13] M. Mazaheri, M. Salavati, H. Negahban, M. A. Sanjari, and M.\nParnianpour, \"Postural sway in low back pain: Effects of dual tasks,\"\nGait Posture, vol. 31, pp. 116-121, 2010.\n[14] J. M. Schmit, M. A. Riley, A. Dalvi, A. Sahay, P. K. Shear, K. D.\nShockley, and R. Y. Pun, \"Deterministic center of pressure patterns\ncharacterize postural instability in Parkinson's disease,\" Exp Brain Res.,\nvol. 168, pp. 357-367, 2006.\n[15] S. F. Donker, M. Roerdink, A. J. Greven, and P. J. Beek, \"Regularity of\ncenter-of-pressure trajectories depends on the amount of attention\ninvested in postural control,\" Exp Brain Res., vol. 181, pp. 1-11, 2007."]} |
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