Multiple gait parameters derived from iPod accelerometry predict age-related gait changes

被引:27
作者
Kosse, Nienke M. [1 ,2 ]
Vuillerme, Nicolas [2 ,3 ]
Hortobagyi, Tibor [1 ]
Lamoth, Claudine J. C. [1 ]
机构
[1] Univ Groningen, Univ Med Ctr Groningen, Ctr Human Movement Sci, Antonius Deusinglaan 1, NL-9713 AV Groningen, Netherlands
[2] Univ Grenoble Alpes, AGIM, La Tronche, France
[3] Inst Univ France, Paris, France
关键词
Walking; Aging; iPod; Accelerometer; Partial least square analysis; TRIAXIAL ACCELEROMETER; PARKINSONS-DISEASE; STABILITY; WALKING; VARIABILITY; COORDINATION; FLUCTUATIONS; INDIVIDUALS; RELIABILITY; TREADMILL;
D O I
10.1016/j.gaitpost.2016.02.022
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Introduction: Normative data of how natural aging affects gait can serve as a frame of reference for changes in gait dynamics due to pathologies. Therefore, the present study aims (1) to identify gait variables sensitive to age-related changes in gait over the adult life span using the iPod and (2) to assess if these variables accurately distinguish young (aged 18-45) from healthy older (aged 46-75) adults. Methods: Trunk accelerations were recorded with an iPod Touch in 59 healthy adults during three minutes of overground walking. Gait variables included gait speed and accelerometry-based gait variables (stride, amplitude, frequency, and trajectory-related variables) in the anterior-posterior (AP) and medio-lateral (ML) directions. Multivariate partial least square analysis (PLS) identified variables sensitive to age-related differences in gait. To classify young and old adults, a PLS-discriminant analysis (PLS-DA) was used to test the accuracy of these variables. Results: The PLS model explained 42% of variation in age. Influential variables were: mean stride time, phase variability index, root mean square, stride variability, AP sample entropy and ML maximal Lyaponov exponent. PLS-DA classified 83% of the participants correctly with a sensitivity of 83% and specificity of 71%. Discussion: Contrary to the frequently reported high gait variability observed in old adults with frailty and fall history, the present study showed that younger compared with older healthy adults had a more variable, less predictable and more symmetrical gait pattern. A model based on a combination of variables reflecting gait dynamics, could distinguish healthy younger adults from older adults. (C) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码:112 / 117
页数:6
相关论文
共 30 条
[1]  
[Anonymous], 2004, INNOVATIVE ANAL HUMA
[2]   Reference data for normal subjects obtained with an accelerometric device [J].
Auvinet, B ;
Berrut, G ;
Touzard, C ;
Moutel, L ;
Collet, N ;
Chaleil, D ;
Barrey, E .
GAIT & POSTURE, 2002, 16 (02) :124-134
[3]   Validation of a Measure of Smoothness of Walking [J].
Brach, Jennifer S. ;
McGurl, David ;
Wert, David ;
VanSwearingen, Jessie M. ;
Perera, Subashan ;
Cham, Rakie ;
Studenski, Stephanie .
JOURNALS OF GERONTOLOGY SERIES A-BIOLOGICAL SCIENCES AND MEDICAL SCIENCES, 2011, 66 (01) :136-141
[4]   A Wearable System for Gait Training in Subjects with Parkinson's Disease [J].
Casamassima, Filippo ;
Ferrari, Alberto ;
Milosevic, Bojan ;
Ginis, Pieter ;
Farella, Elisabetta ;
Rocchi, Laura .
SENSORS, 2014, 14 (04) :6229-6246
[5]   Sensitivity of the Wolf's and Rosenstein's Algorithms to Evaluate Local Dynamic Stability from Small Gait Data Sets [J].
Cignetti, Fabien ;
Decker, Leslie M. ;
Stergiou, Nicholas .
ANNALS OF BIOMEDICAL ENGINEERING, 2012, 40 (05) :1122-1130
[6]  
Eriksson L., 2000, PRINCIPLES APPL
[7]   Kinematic measures for assessing gait stability in elderly individuals: a systematic review [J].
Hamacher, D. ;
Singh, N. B. ;
Van Dieen, J. H. ;
Heller, M. O. ;
Taylor, W. R. .
JOURNAL OF THE ROYAL SOCIETY INTERFACE, 2011, 8 (65) :1682-1698
[8]   Fractal dynamics of human gait: Stability of long-range correlations in stride interval fluctuations [J].
Hausdorff, JM ;
Purdon, PL ;
Peng, CK ;
Ladin, Z ;
Wei, JY ;
Goldberger, AL .
JOURNAL OF APPLIED PHYSIOLOGY, 1996, 80 (05) :1448-1457
[9]   Dynamic markers of altered gait rhythm in amyotrophic lateral sclerosis [J].
Hausdorff, JM ;
Lertratanakul, A ;
Cudkowicz, ME ;
Peterson, AL ;
Kaliton, D ;
Goldberger, AL .
JOURNAL OF APPLIED PHYSIOLOGY, 2000, 88 (06) :2045-2053
[10]   Association Between Muscle Activation and Metabolic Cost of Walking in Young and Old Adults [J].
Hortobagyi, Tibor ;
Finch, Adria ;
Solnik, Stanislaw ;
Rider, Patrick ;
DeVita, Paul .
JOURNALS OF GERONTOLOGY SERIES A-BIOLOGICAL SCIENCES AND MEDICAL SCIENCES, 2011, 66 (05) :541-547