Toward Automated, At-Home Assessment of Mobility Among Patients With Parkinson Disease, Using a Body-Worn Accelerometer

被引:138
|
作者
Weiss, Aner [1 ]
Sharifi, Sarvi [2 ,3 ]
Plotnik, Meir [1 ]
van Vugt, Jeroen P. P. [3 ]
Giladi, Nir [1 ,4 ]
Hausdorff, Jeffrey M. [1 ,5 ]
机构
[1] Tel Aviv Sourasky Med Ctr, Lab Gait & Neurodynam, Movement Disorders Unit, Dept Neurol, IL-64239 Tel Aviv, Israel
[2] Univ Twente, Dept Biomed Signals & Syst, NL-7500 AE Enschede, Netherlands
[3] Med Spectrum Twente, Dept Neurol, Enschede, Netherlands
[4] Tel Aviv Univ, Sackler Fac Med, Dept Phys Therapy, IL-69978 Tel Aviv, Israel
[5] Harvard Univ, Sch Med, Dept Med, Boston, MA USA
关键词
gait; Parkinson disease; health monitoring; accelerometry; activities of daily living; GAIT VARIABILITY; DUAL-TASKING; OLDER-ADULTS; FALLS; WALKING; FLUCTUATIONS; STIMULATION; RHYTHMICITY; RELIABILITY; DYSFUNCTION;
D O I
10.1177/1545968311424869
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Objective. To develop an automated and objective method to assess mobility in Parkinson disease (PD) patients in daily-life settings and to investigate whether accelerometer-derived measures discriminate between PD and healthy controls as they walk and simulate activities of daily living (ADL). Methods. Healthy older adults (17) and patients with PD (22) wore a triaxial accelerometer on their lower back during short walks (validation study) and during a walk around the medical center to simulate daily activities (ADL simulation). The variability (consistency and rhythmicity) of stepping was assessed. The patients completed the walks before and after taking their anti-Parkinsonian medications. Frequency-based acceleration measures included dominant frequency, amplitude (strength of signal frequency), width (frequency dispersion), and slope (a combination reflecting amplitude and width) of the main frequency of the power spectral density in the 0.5- to 3.0-Hz band. A subset of the Unified Parkinson-Disease Rating Scale provided a clinical measure of gait impairment (UPDRS-Gait5). A PD patient and control wore the sensors for 3 days at home. Results. The width was larger, and the amplitude and slope were smaller in the PD patients compared to the controls in the validation study and ADL simulation (P < .02). The width decreased, and the amplitude and slope increased when patients took anti-Parkinsonian medications (P < .007). Significant correlations were observed between acceleration-derived measures and UPDRS-Gait5. The data obtained at home was similar to the clinic data. Conclusions. Frequency-derived measures are valid and sensitive estimates of stride-to-stride variability that can be used to assess the quality and consistency of walking in patients with PD in real-life settings.
引用
收藏
页码:810 / 818
页数:9
相关论文
共 24 条
  • [1] Objective assessment of motor symptoms in Parkinson's disease using body-worn sensors
    Fisher, J. M.
    Hammerla, N. Y.
    Andras, P.
    Rochester, L.
    Walker, R. W.
    MOVEMENT DISORDERS, 2014, 29 : S238 - S238
  • [2] Unsupervised home monitoring of Parkinson's disease motor symptoms using body-worn accelerometers
    Fisher, James M.
    Hammerla, Nils Y.
    Ploetz, Thomas
    Andras, Peter
    Rochester, Lynn
    Walker, Richard W.
    PARKINSONISM & RELATED DISORDERS, 2016, 33 : 44 - 50
  • [3] Body-Worn Sensors in Parkinson's Disease: Evaluating Their Acceptability to Patients
    Fisher, James M.
    Hammerla, Nils Y.
    Rochester, Lynn
    Andras, Peter
    Walker, Richard W.
    TELEMEDICINE AND E-HEALTH, 2016, 22 (01) : 63 - 69
  • [4] Evaluating the acceptability of body-worn sensors to patients with Parkinson's disease
    Fisher, J. M.
    Hammerla, N. Y.
    Rochester, L.
    Andras, P.
    Walker, R. W.
    MOVEMENT DISORDERS, 2014, 29 : S238 - S238
  • [5] Detection and quantification of freezing of gait and falls in Parkinson's disease patients using a body-worn sensor
    Okuma, Y.
    Mitoma, H.
    Yoneyama, M.
    JOURNAL OF THE NEUROLOGICAL SCIENCES, 2015, 357 : E281 - E281
  • [6] Body-Worn Sensors for Parkinson's disease: A qualitative approach with patients and healthcare professionals
    Virbel-Fleischman, Clara
    Retory, Yann
    Hardy, Sebastien
    Huiban, Camille
    Corvol, Jean-Christophe
    Grabli, David
    PLOS ONE, 2022, 17 (05):
  • [7] Objective Biomarkers of Balance and Gait for Parkinson's Disease Using Body-worn Sensors
    Horak, Fay B.
    Mancini, Martina
    MOVEMENT DISORDERS, 2013, 28 (11) : 1544 - 1551
  • [8] User experience of body-worn sensors: perception of patients and health professionals for Parkinson's disease at home follow-up
    Virbel-Fleischman, C.
    Retory, Y.
    Hardy, S.
    Corvol, J. C.
    Grabli, D.
    MOVEMENT DISORDERS, 2020, 35 : S668 - S669
  • [9] Accelerometer-based automated ambulatory-assessment of mobility in Parkinson's disease
    Weiss, A.
    Sharifi, S.
    Plotnik, M.
    van Vugt, J. P. P.
    Giladi, N.
    Hausdorff, J. M.
    MOVEMENT DISORDERS, 2010, 25 (07) : S212 - S212
  • [10] Specific Distribution of Digital Gait Biomarkers in Parkinson's Disease Using Body-Worn Sensors and Machine Learning
    Cai, Guoen
    Shi, Weikun
    Wang, Yingqing
    Weng, Huidan
    Chen, Lina
    Yu, Jiao
    Chen, Zhonglue
    Lin, Fabin
    Ren, Kang
    Zeng, Yuqi
    Liu, Jun
    Ling, Yun
    Ye, Qinyong
    JOURNALS OF GERONTOLOGY SERIES A-BIOLOGICAL SCIENCES AND MEDICAL SCIENCES, 2023, 78 (08): : 1348 - 1354