Mobility of Older Adults: Gait Quality Measures Are Associated With Life-Space Assessment Scores

被引:17
|
作者
Suri, Anisha [1 ]
Rosso, Andrea L. [2 ]
VanSwearingen, Jessie [3 ]
Coffman, Leslie M. [3 ]
Redfern, Mark S. [4 ]
Brach, Jennifer S. [3 ]
Sejdic, Ervin [1 ,4 ]
机构
[1] Univ Pittsburgh, Swanson Sch Engn, Dept Elect & Comp Engn, Pittsburgh, PA 15261 USA
[2] Univ Pittsburgh, Sch Publ Hlth, Dept Epidemiol, Pittsburgh, PA 15261 USA
[3] Univ Pittsburgh, Sch Rehabil Sci, Dept Phys Therapy, Pittsburgh, PA 15261 USA
[4] Univ Pittsburgh, Swanson Sch Engn, Dept Bioengn, Pittsburgh, PA 15261 USA
基金
美国国家卫生研究院;
关键词
Community mobility; Gait accelerometry; Gaussian mixture model; random forest regressor; Walkway gait analysis system; HARMONIC RATIOS; MOTOR SKILL; FALL-RISK; WALKING; RELIABILITY; VALIDITY; WOMEN; SPEED;
D O I
10.1093/gerona/glab151
中图分类号
R592 [老年病学]; C [社会科学总论];
学科分类号
03 ; 0303 ; 100203 ;
摘要
Background: The relation of gait quality to real-life mobility among older adults is poorly understood. This study examined the association between gait quality, consisting of step variability, smoothness, regularity, symmetry, and gait speed, and the Life-Space Assessment (LSA). Method: In community-dwelling older adults (N = 232, age 77.5 +/- 6.6, 65% females), gait quality was derived from (i) an instrumented walkway: gait speed, variability, and walk ratio and (ii) accelerometer: signal variability, smoothness, regularity, symmetry, and time-frequency spatiotemporal variables during 6-minute walk. In addition to collecting LSA scores, cognitive functioning, walking confidence, and falls were recorded. Spearman correlations (speed as covariate) and random forest regression were used to assess associations between gait quality and LSA, and Gaussian mixture modeling (GMM) was used to cluster participants. Results: Spearman correlations of rho(p) = .11 (signal amplitude variability mediolateral [ML] axis), rho(p) = .15 and rho(p) = -.13 (symmetry anteriorposterior-vertical [AP-V] and ML-AP axes, respectively), p p = .16 (power V), and rho = .26 (speed), all p <.05 and marginally related, rho(p) = -.12 (regularity V), rho(p) = .11 (smoothness AP), and rho(p) = -.11 (step-time variability), all p <.1, were obtained. The cross-validated random forest model indicated good-fit LSA prediction error of 17.77; gait and cognition were greater contributors than age and gender. GMM indicated 2 clusters. Group 1 (n = 189) had better gait quality than group 2 (n = 43): greater smoothness AP (2.94 +/- 0.75 vs 2.30 +/- 0.71); greater similarity AP-V (.58 +/- .13 vs .40 +/- .19); lower regularity V (0.83 +/- 0.08 vs 0.87 +/- 0.10); greater power V (1.86 +/- 0.18 vs 0.97 +/- 1.84); greater speed (1.09 +/- 0.16 vs 1.00 +/- 0.16 m/s); lower step-time coefficient of variation (3.70 +/- 1.09 vs 5.09 +/- 2.37), and better LSA (76 +/- 18 vs 67 +/- 18), P-adjusted < .004. Conclusions: Gait quality measures taken in the clinic are associated with real-life mobility in the community.
引用
收藏
页码:E299 / E306
页数:8
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