Upper body accelerations as a biomarker of gait impairment in the early stages of Parkinson's disease

被引:41
作者
Buckley, Christopher [1 ,2 ,3 ]
Galna, Brook [3 ]
Rochester, Lynn [3 ]
Mazza, Claudia [1 ,2 ,4 ]
机构
[1] Univ Sheffield, MRC Arthrit Res UK Ctr Integrated Res Musculoskel, Pam Liversidge Bldg, Sheffield S1 3JD, S Yorkshire, England
[2] Univ Sheffield, Dept Mech Engn, Sir Frederick Mappin Bldg, Sheffield S1 3JD, S Yorkshire, England
[3] Newcastle Univ, Inst Ageing, Inst Neurosci, Clin Ageing Res Unit, Campus Ageing & Vital, Newcastle Upon Tyne NE4 5PL, Tyne & Wear, England
[4] Univ Sheffield, INSIGNEO Inst Sil Med, Pam Liversidge Bldg, Sheffield, S Yorkshire, England
关键词
Gait analysis; Accelerometers; Harmonic ratio; Balance; Head and pelvis; Human movement; OLDER-ADULTS; HEAD; VARIABILITY; STABILITY; PEOPLE;
D O I
10.1016/j.gaitpost.2018.06.166
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Background: Changes in upper body (UB) motion during gait may be a marker of incipient pathology, intervention response and disease progression in Parkinson's disease (PD), which if independent from the lower body motion, might provide an improved assessment of gait. Research question: This study aimed to test this hypothesis and establish whether variables calculated from accelerations measured on the UB are unique from spatiotemporal characteristics and can contribute to an improved classification of PD gait. Methods: Data was obtained from 70 people with PD (69.2 +/- 9.9 y.o., UPDRS III: 36.9 +/- 12.3) and 64 age-matched controls (71.6 +/- 6.8 y.o.). Spatiotemporal characteristics were measured using a pressure sensitive mat (GAITRite). Head and pelvis accelerations were synchronously measured with wearable inertial sensors (Opal, APDM). Pearson's product-moment correlations were calculated between 49 selected variables from UB accelerations (representing magnitude, smoothness, regularly, symmetry and attenuation) and 16 traditional spatiotemporal characteristics (representing pace, variability, rhythm, asymmetry and postural control). Univariate and multivariate regression analysis was used to test the variables ability to classify PD gait. Results: The variables were mostly unique from each other (67% of variables recorded an r < 0.3). Univariate and multivariate analysis showed that UB variables were moderately better at classifying PD gait than the spatiotemporal characteristics (Univariate: 0.70 to 0.81, Multivariate: 0.88 to 0.91 AUC). Significance: This study showed for the first time that, if aiming at objective and optimal sensitive biomarkers for PD, UB variables should be measured in conjunction with spatiotemporal characteristics to obtain a more holistic assessment of PD gait for use in a clinical or free-living environment.
引用
收藏
页码:289 / 295
页数:7
相关论文
共 27 条
[11]   Is gait variability reliable in older adults and Parkinson's disease? Towards an optimal testing protocol [J].
Galna, Brook ;
Lord, Sue ;
Rochester, Lynn .
GAIT & POSTURE, 2013, 37 (04) :580-585
[12]   Quantitative Normative Gait Data in a Large Cohort of Ambulatory Persons with Parkinson's Disease [J].
Hass, Chris J. ;
Malczak, Paul ;
Nocera, Joe ;
Stegemoeller, Elizabeth L. ;
Shukala, Aparna ;
Malaty, Irene ;
Jacobson, Charles E. ;
Okun, Michael S. ;
McFarland, Nick .
PLOS ONE, 2012, 7 (08)
[13]   Objective Biomarkers of Balance and Gait for Parkinson's Disease Using Body-worn Sensors [J].
Horak, Fay B. ;
Mancini, Martina .
MOVEMENT DISORDERS, 2013, 28 (11) :1544-1551
[14]   Wearable Sensor Use for Assessing Standing Balance and Walking Stability in People with Parkinson's Disease: A Systematic Review [J].
Hubble, Ryan P. ;
Naughton, Geraldine A. ;
Silburn, Peter A. ;
Cole, Michael H. .
PLOS ONE, 2015, 10 (04)
[15]   ACCELERATION PATTERN OF THE UPPER BODY DURING LEVEL WALKING IN PATIENTS WITH PARKINSON'S DISEASE [J].
Kim, Ji-Won ;
Kwon, Yu-Ri ;
Heo, Jae-Hoon ;
Eom, Gwang-Moon ;
Kwon, Moon-Seok ;
Tack, Gye-Rae ;
Koh, Seong-Beom .
Journal of Mechanics in Medicine and Biology, 2016, 16 (08)
[16]   Acceleration Patterns of the Head and Pelvis During Gait in Older People With Parkinson's Disease: A Comparison of Fallers and Nonfallers [J].
Latt, Mark D. ;
Menz, Hylton B. ;
Fung, Victor S. ;
Lord, Stephen R. .
JOURNALS OF GERONTOLOGY SERIES A-BIOLOGICAL SCIENCES AND MEDICAL SCIENCES, 2009, 64 (06) :700-706
[17]   Moving Forward on Gait Measurement: Toward a More Refined Approach [J].
Lord, Sue ;
Galna, Brook ;
Rochester, Lynn .
MOVEMENT DISORDERS, 2013, 28 (11) :1534-1543
[18]   Walking Stability Using Harmonic Ratios in Parkinson's Disease [J].
Lowry, Kristin A. ;
Smiley-Oyen, Ann L. ;
Carrel, Andrew J. ;
Kerr, John P. .
MOVEMENT DISORDERS, 2009, 24 (02) :261-267
[19]   Gender differences in the control of the upper body accelerations during level walking [J].
Mazza, Claudia ;
Iosa, Marco ;
Picerno, Pietro ;
Cappozzo, Aurelio .
GAIT & POSTURE, 2009, 29 (02) :300-303
[20]   Strategies of segmental stabilization during gait in Parkinson's disease [J].
Mesure, S ;
Azulay, JP ;
Pouget, J ;
Amblard, B .
EXPERIMENTAL BRAIN RESEARCH, 1999, 129 (04) :573-581