Ambulatory Gait Behavior in Patients With Dementia: A Comparison With Parkinson's Disease

被引:16
|
作者
Yoneyama, Mitsuru [1 ]
Mitoma, Hiroshi [2 ]
Sanjo, Nobuo [3 ]
Higuma, Maya [3 ]
Terashi, Hiroo [4 ]
Yokota, Takanori [3 ]
机构
[1] MCHC R&D Synergy Ctr Inc, Aoba Ku, 1000 Kamoshida Cho, Yokohama, Kanagawa 2278502, Japan
[2] Tokyo Med Univ, Dept Med Educ, Shinjuku Ku, 6-7-1 Nishi Shinjuku, Tokyo 1600023, Japan
[3] Tokyo Med & Dent Univ, Grad Sch Med & Dent Sci, Dept Neurol & Neurol Sci, Bunkyo Ku, 1-5-4 Yushima, Tokyo 1138519, Japan
[4] Tokyo Med Univ, Dept Neurol, Shinjuku Ku, 6-7-1 Nishi Shinjuku, Tokyo 1600023, Japan
关键词
Accelerometer; biomedical signal processing; dementia; gait analysis; Parkinson's disease (PD); MILD COGNITIVE IMPAIRMENT; ALZHEIMERS-DISEASE; EXECUTIVE FUNCTION; HUMAN WALKING; ACCELEROMETRY; VARIABILITY; ACCELERATION; DISTURBANCE; DISORDERS; PATTERNS;
D O I
10.1109/TNSRE.2015.2477856
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Accelerometry-based gait analysis is a promising approach in obtaining insightful information on the gait characteristics of patients with neurological disorders such as dementia and Parkinson's disease ( PD). In order to improve its practical use outside the laboratory or hospital, it is required to design new metrics capable of quantifying ambulatory gait and their extraction procedures from long-term acceleration data. This paper presents a gait analysis method developed for such a purpose. Our system is based on a single trunk-mounted accelerometer and analytical algorithm for the assessment of gait behavior that may be context dependent. The algorithm consists of the detection of gait peaks from acceleration data and the analysis of multimodal patterns in the relationship between gait cycle and vertical gait acceleration. A set of six new measures can be obtained by applying the algorithm to a 24-h motion signal. To examine the performance and utility of our method, we recorded acceleration data from 13 healthy, 26 PD, and 26 mild cognitive impairment or dementia subjects. Each patient group was further classified into two, comprising 13 members each, according to the severity of the disease, and the gait behavior of the five groups was compared. We found that the normal, PD, and MCI/dementia groups show characteristic walking patterns which can be distinguished from one another by the developed gait measure set. We also examined conventional parameters such as gait acceleration, gait cycle, and gait variability, but failed to reproduce the distinct differences among the five groups. These findings suggest that the proposed gait analysis may be useful in capturing disease-specific gait features in a community setting.
引用
收藏
页码:817 / 826
页数:10
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