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加速度计的解剖位置对下肢截肢者身体活动能量消耗预测的影响。

Impact of anatomical placement of an accelerometer on prediction of physical activity energy expenditure in lower-limb amputees.

作者信息

Ladlow Peter, Nightingale Tom E, McGuigan M Polly, Bennett Alexander N, Phillip Rhodri, Bilzon James L J

机构信息

Department for Health, University of Bath, Bath, United Kingdom.

Academic Department of Military Rehabilitation, Defence Medical Rehabilitation Centre (DMRC) Headley Court, Surrey, United Kingdom.

出版信息

PLoS One. 2017 Oct 5;12(10):e0185731. doi: 10.1371/journal.pone.0185731. eCollection 2017.

Abstract

PURPOSE

To assess the influence of the anatomical placement of a tri-axial accelerometer on the prediction of physical activity energy expenditure (PAEE) in traumatic lower-limb amputees during walking and to develop valid population-specific prediction algorithms.

METHODS

Thirty participants, consisting of unilateral (n = 10), and bilateral (n = 10) amputees, and non-injured controls (n = 10) volunteered to complete eight activities; resting in a supine position, walking on a flat (0.48, 0.67, 0.89, 1.12, 1.34 m.s-1) and an inclined (3 and 5% gradient at 0.89 m.s-1) treadmill. During each task, expired gases were collected and an Actigraph GT3X+ accelerometer was worn on the right hip, left hip and lumbar spine. Linear regression analyses were conducted between outputs from each accelerometer site and criterion PAEE (indirect calorimetry). Mean bias ± 95% limits of agreement were calculated. Additional covariates were incorporated to assess whether they improved the prediction accuracy of regression models. Subsequent mean absolute error statistics were calculated for the derived models at all sites using a leave-one out cross-validation analysis.

RESULTS

Predicted PAEE at each anatomical location was significantly (P< 0.01) correlated with criterion PAEE (P<0.01). Wearing the GT3X+ on the shortest residual limb demonstrates the strongest correlation (unilateral; r = 0.86, bilateral; r = 0.94), smallest ±95% limits of agreement (unilateral; ±2.15, bilateral ±1.99 kcal·min-1) and least absolute percentage error (unilateral; 22±17%, bilateral 17±14%) to criterion PAEE.

CONCLUSIONS

We have developed accurate PAEE population specific prediction models in lower-limb amputees using an ActiGraph GT3X+ accelerometer. Of the 3 anatomical locations considered, wearing the accelerometer on the side of the shortest residual limb provides the most accurate prediction of PAEE with the least error in unilateral and bilateral traumatic lower-limb amputees.

摘要

目的

评估三轴加速度计的解剖学放置位置对创伤性下肢截肢者行走时身体活动能量消耗(PAEE)预测的影响,并开发有效的特定人群预测算法。

方法

30名参与者,包括单侧截肢者(n = 10)、双侧截肢者(n = 10)和未受伤的对照组(n = 10),自愿完成八项活动;仰卧休息、在平坦(0.48、0.67、0.89、1.12、1.34 m·s-1)和倾斜(0.89 m·s-1时坡度为3%和5%)的跑步机上行走。在每项任务期间,收集呼出气体,并在右髋部、左髋部和腰椎佩戴Actigraph GT3X+加速度计。对每个加速度计位置的输出与标准PAEE(间接量热法)进行线性回归分析。计算平均偏差±95%一致性界限。纳入其他协变量以评估它们是否提高了回归模型的预测准确性。随后,使用留一法交叉验证分析计算所有位置的衍生模型的平均绝对误差统计量。

结果

每个解剖位置预测的PAEE与标准PAEE显著相关(P<0.01)。将GT3X+佩戴在最短残肢侧显示出最强的相关性(单侧;r = 0.86,双侧;r = 0.94)、最小的±95%一致性界限(单侧;±2.15,双侧±1.99 kcal·min-1)和相对于标准PAEE的最小绝对百分比误差(单侧;22±17%,双侧17±14%)。

结论

我们使用ActiGraph GT3X+加速度计开发了针对下肢截肢者的准确的特定人群PAEE预测模型。在考虑的三个解剖位置中,将加速度计佩戴在最短残肢侧可提供最准确的PAEE预测,在单侧和双侧创伤性下肢截肢者中误差最小。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d3a0/5628873/a8a268effbab/pone.0185731.g001.jpg

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