On the importance of local dynamics in statokinesigram: A multivariate approach for postural control evaluation in elderly

被引:15
作者
Bargiotas, Ioannis [1 ,2 ]
Audiffren, Julien [1 ,2 ]
Vayatis, Nicolas [1 ,2 ]
Vidal, Pierre-Paul [2 ]
Buffat, Stephane [2 ,3 ,4 ]
Yelnik, Alain P. [2 ,5 ]
Ricard, Damien [2 ,4 ,6 ]
机构
[1] Univ Paris Saclay, CNRS, CMLA, ENS Cachan, F-94235 Cachan, France
[2] Univ Paris 05, CNRS, SSA, COGNAG G UMR 8257, Paris, France
[3] Inst Rech Biomed Armees Bretigny, Bretigny Sur Orge, France
[4] Ecole Val de Grace, Serv Sante Armees, Paris, France
[5] Paris Diderot Univ, AP HP, PRM Dept, GH Lariboisiere F Widal,UMR 8257, Paris, France
[6] HIA Percy, Serv Sante Armees, Serv Neurol, Clamart, France
关键词
WII BALANCE BOARD; PARKINSONS-DISEASE; PRESSURE MEASURES; SWAY; ATTENTION; FALLS; POSTUROGRAPHY; RELIABILITY; PREDICTORS; STABILITY;
D O I
10.1371/journal.pone.0192868
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The fact that almost one third of population >65 years-old has at least one fall per year, makes the risk-of-fall assessment through easy-to-use measurements an important issue in current clinical practice. A common way to evaluate posture is through the recording of the center-of-pressure (CoP) displacement (statokinesigram) with force platforms. Most of the previous studies, assuming homogeneous statokinesigrams in quiet standing, used global parameters in order to characterize the statokinesigrams. However the latter analysis provides little information about local characteristics of statokinesigrams. In this study, we propose a multidimensional scoring approach which locally characterizes statokinesigrams on small time-periods, or blocks, while highlighting those which are more indicative to the general individual's class (faller/non-faller). Moreover, this information can be used to provide a global score in order to evaluate the postural control and classify fallers/non-fallers. We evaluate our approach using the statokinesigram of 126 community-dwelling elderly (78.5 +/- 7.7 years). Participants were recorded with eyes open and eyes closed (25 seconds each acquisition) and information about previous falls was collected. The performance of our findings are assessed using the receiver operating characteristics (ROC) analysis and the area under the curve (AUC). The results show that global scores provided by splitting statokinesigrams in smaller blocks and analyzing them locally, classify fallers/non-fallers more effectively (AUC = 0.77 +/- 0.09 instead of AUC = 0.63 +/- 0.12 for global analysis when splitting is not used). These promising results indicate that such methodology might provide supplementary information about the risk of fall of an individual and be of major usefulness in assessment of balance-related diseases such as Parkinson's disease.
引用
收藏
页数:15
相关论文
共 41 条
[1]  
[Anonymous], 1998, INTCOMPUT SCIINST
[2]   A Non Linear Scoring Approach for Evaluating Balance: Classification of Elderly as Fallers and Non-Fallers [J].
Audiffren, Julien ;
Bargiotas, Ioannis ;
Vayatis, Nicolas ;
Vidal, Pierre-Paul ;
Ricard, Damien .
PLOS ONE, 2016, 11 (12)
[3]   Preprocessing the Nintendo Wii Board Signal to Derive More Accurate Descriptors of Statokinesigrams [J].
Audiffren, Julien ;
Contal, Emile .
SENSORS, 2016, 16 (08)
[4]   Choosing starting values for the EM algorithm for getting the highest likelihood in multivariate Gaussian mixture models [J].
Biernacki, C ;
Celeux, G ;
Govaert, G .
COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2003, 41 (3-4) :561-575
[5]   Development of a Protocol for Improving the Clinical Utility of Posturography as a Fall-Risk Screening Tool [J].
Bigelow, Kimberly Edginton ;
Berme, Necip .
JOURNALS OF GERONTOLOGY SERIES A-BIOLOGICAL SCIENCES AND MEDICAL SCIENCES, 2011, 66 (02) :228-233
[6]   Assessment of postural instability in patients with Parkinson's disease [J].
Blaszczyk, J. W. ;
Orawiec, R. ;
Duda-Kiodowska, D. ;
Opala, G. .
EXPERIMENTAL BRAIN RESEARCH, 2007, 183 (01) :107-114
[7]  
Blaszczyk J.W., 2006, STUDIES PHYS CULTURE, V13, P11
[8]   We-Measure: Toward a low-cost portable posturography for patients with multiple sclerosis using the commercial Wii balance board [J].
Castelli, Letizia ;
Stocchi, Luca ;
Patrignani, Maurizio ;
Sellitto, Giovanni ;
Giuliani, Manuela ;
Prosperini, Luca .
JOURNAL OF THE NEUROLOGICAL SCIENCES, 2015, 359 (1-2) :440-444
[9]   A nonlinear dynamic approach for evaluating postural control - New directions for the management of sport-related cerebral concussion [J].
Cavanaugh, JT ;
Guskiewicz, KM ;
Stergiou, N .
SPORTS MEDICINE, 2005, 35 (11) :935-950
[10]   Multiple timescales in postural dynamics associated with vision and a secondary task are revealed by wavelet analysis [J].
Chagdes, James R. ;
Rietdyk, Shirley ;
Haddad, Jeff M. ;
Zelaznik, Howard N. ;
Raman, Arvind ;
Rhea, Christopher K. ;
Silver, Tobin A. .
EXPERIMENTAL BRAIN RESEARCH, 2009, 197 (03) :297-310