Department of Electrical and Computer Engineering, Swanson School of Engineering, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.
Department of Epidemiology, School of Public Health, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.
Comput Methods Programs Biomed. 2024 Feb;244:108001. doi: 10.1016/j.cmpb.2023.108001. Epub 2023 Dec 27.
Fear of Falling (FOF) is common among community-dwelling older adults and is associated with increased fall-risk, reduced activity, and gait modifications.
In this cross-sectional study, we examined the relationships between FOF and gait quality.
Older adults (N=232; age 77±6; 65 % females) reported FOF by a single yes/no question. Gait quality was quantified as (1) harmonic ratio (smoothness) and other time-frequency spatiotemporal variables from triaxial accelerometry (Vertical-V, Mediolateral-ML, Anterior-Posterior -AP) during six-minute walk; (2) gait speed, step-time CoV (variability), and walk-ratio (step-length/cadence) on a 4-m instrumented walkway. Mann Whitney U-tests and Random forest classifier compared gait between those with and without FOF. Selected gait variables were used to build Support Vector Machine (SVM) classifier and performance was evaluated using AUC-ROC.
Individuals with FOF had slower gait speed (103.66 ± 17.09 vs. 110.07 ± 14.83 cm/s), greater step time CoV (4.17 ± 1.66 vs. 3.72 ± 1.24 %), smaller walk-ratio (0.53 ± 0.08 vs. 0.56 ± 0.07 cm/steps/minute), smaller standard deviation V (0.15 ± 0.06 vs. 0.18 ± 0.09 m/s), and smaller harmonic-ratio V (2.14 ± 0.73 vs. 2.38 ± 0.58), all p<.01. Linear SVM yielded an AUC-ROC of 67 % on test dataset, coefficient values being gait speed (-0.19), standard deviation V (-0.23), walk-ratio (-0.36), and smoothness V (-0.38) describing associations with presence of FOF.
Older adults with FOF have reduced gait speed, acceleration adaptability, walk-ratio, and smoothness. Disrupted gait patterns during fear of falling could provide insights into psychosocial distress in older adults. Longitudinal studies are warranted.
跌倒恐惧(FOF)在社区居住的老年人中很常见,与跌倒风险增加、活动减少和步态改变有关。
在这项横断面研究中,我们研究了 FOF 与步态质量之间的关系。
老年人(N=232;年龄 77±6;65%为女性)通过单一的是/否问题报告 FOF。使用三轴加速度计在六分钟步行期间量化步态质量,包括(1)谐波比(平滑度)和其他时频时空变量(垂直-V、内外侧-ML、前后-AP);(2)在 4 米仪器化步道上的步态速度、步时 CoV(变异性)和步长/步速比(步长/步速)。Mann Whitney U 检验和随机森林分类器比较了有和没有 FOF 的步态。选择步态变量构建支持向量机(SVM)分类器,并使用 AUC-ROC 评估性能。
有 FOF 的个体的步态速度较慢(103.66±17.09 与 110.07±14.83 cm/s),步时 CoV 较大(4.17±1.66 与 3.72±1.24%),步长/步速比较小(0.53±0.08 与 0.56±0.07 cm/steps/min),V 标准差较小(0.15±0.06 与 0.18±0.09 m/s),V 谐波比较小(2.14±0.73 与 2.38±0.58),所有 P 值均<.01。线性 SVM 在测试数据集上的 AUC-ROC 为 67%,系数值为步态速度(-0.19)、V 标准差(-0.23)、步长/步速比(-0.36)和 V 平滑度(-0.38),这些值描述了与 FOF 存在的关联。
有 FOF 的老年人的步态速度较慢,加速适应性、步长/步速比和平滑度较差。跌倒恐惧期间的步态模式中断可能为老年人的心理社会困扰提供见解。需要进行纵向研究。