Estimating fall risk with inertial sensors using gait stability measures that do not require step detection

被引:112
作者
Riva, F. [1 ]
Toebes, M. J. P. [2 ]
Pijnappels, M. [2 ]
Stagni, R. [1 ,3 ]
van Dieen, J. H. [2 ]
机构
[1] Univ Bologna, DEIS, Dept Elect Comp Sci & Syst, I-40126 Bologna, Italy
[2] Vrije Univ Amsterdam, Fac Human Movement Sci, MOVE Res Inst Amsterdam, Amsterdam, Netherlands
[3] Univ Bologna, HST ICIR, I-40126 Bologna, Italy
关键词
Fall history; Stability quantification; Treadmill walking; Recurrence quantification; Multiscale entropy; RECURRENCE QUANTIFICATION ANALYSIS; LOCAL DYNAMIC STABILITY; ENTROPY ANALYSIS; BALANCE IMPAIRMENTS; APPROXIMATE ENTROPY; VARIABILITY; WALKING; TRUNK; SENSITIVITY; INSTABILITY;
D O I
10.1016/j.gaitpost.2013.05.002
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Falls have major consequences both at societal (health-care and economy) and individual (physical and psychological) levels. Questionnaires to assess fall risk are commonly used in the clinic, but their predictive value is limited. Objective methods, suitable for clinical application, are hence needed to obtain a quantitative assessment of individual fall risk. Falls in older adults often occur during walking and trunk position is known to play a critical role in balance control. Therefore, analysis of trunk kinematics during gait could present a viable approach to the development of such methods. In this study, nonlinear measures such as harmonic ratio (HR), index of harmonicity (IH), multiscale entropy (MSE) and recurrence quantification analysis (RQA) of trunk accelerations were calculated. These measures are not dependent on step detection, a potentially critical source of error. The aim of the present study was to investigate the association between the aforementioned measures and fall history in a large sample of subjects (42 fallers and 89 non-fallers) aged 50 or older. Univariate associations with fall history were found for MSE and RQA parameters in the AP direction; the best classification results were obtained for MSE with scale factor tau = 2 and for maximum length of diagonals in RQA (72.5% and 71% correct classifications, respectively). MSE and RQA were found to be positively associated with fall history and could hence represent useful tools in the identification of subjects for fall prevention programs. (C) 2013 Elsevier B. V. All rights reserved.
引用
收藏
页码:170 / 174
页数:5
相关论文
共 40 条
[1]   Spatio-temporal parameters of gait measured by an ambulatory system using miniature gyroscopes [J].
Aminian, K ;
Najafi, B ;
Büla, C ;
Leyvraz, PF ;
Robert, P .
JOURNAL OF BIOMECHANICS, 2002, 35 (05) :689-699
[2]   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
[3]   Estimating Dynamic Gait Stability Using Data from Non-aligned Inertial Sensors [J].
Bruijn, Sjoerd M. ;
Ten Kate, Warner R. Th. ;
Faber, Gert S. ;
Meijer, Onno G. ;
Beek, Peter J. ;
van Dieen, Jaap H. .
ANNALS OF BIOMEDICAL ENGINEERING, 2010, 38 (08) :2588-2593
[4]   Is slow walking more stable? [J].
Bruijn, Sjoerd M. ;
van Dieen, Jaap H. ;
Meijer, Onno G. ;
Beek, Peter J. .
JOURNAL OF BIOMECHANICS, 2009, 42 (10) :1506-1512
[5]   Statistical precision and sensitivity of measures of dynamic gait stability [J].
Bruijn, Sjoerd M. ;
van Dieen, Jaap H. ;
Meijer, Onno G. ;
Beek, Peter J. .
JOURNAL OF NEUROSCIENCE METHODS, 2009, 178 (02) :327-333
[6]   Divergence in perpendicular recurrence plot; quantification of dynamical divergence from short chaotic time series [J].
Choi, JM ;
Bae, BH ;
Kim, SY .
PHYSICS LETTERS A, 1999, 263 (4-6) :299-306
[7]   Multiscale entropy analysis of human gait dynamics [J].
Costa, M ;
Peng, CK ;
Goldberger, AL ;
Hausdorff, JM .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2003, 330 (1-2) :53-60
[8]   Local dynamic stability versus kinematic variability of continuous overground and treadmill walking [J].
Dingwell, JB ;
Cusumano, JP ;
Cavanagh, PR ;
Sternad, D .
JOURNAL OF BIOMECHANICAL ENGINEERING-TRANSACTIONS OF THE ASME, 2001, 123 (01) :27-32
[9]   Difference between local and orbital dynamic stability during human walking [J].
Dingwell, Jonathan B. ;
Kang, Hyun Gu .
JOURNAL OF BIOMECHANICAL ENGINEERING-TRANSACTIONS OF THE ASME, 2007, 129 (04) :586-593
[10]   RECURRENCE PLOTS OF DYNAMIC-SYSTEMS [J].
ECKMANN, JP ;
KAMPHORST, SO ;
RUELLE, D .
EUROPHYSICS LETTERS, 1987, 4 (09) :973-977