Steele Katherine M, Munger Meghan E, Peters Keshia M, Shuman Benjamin R, Schwartz Michael H
Department of Mechanical Engineering, University of Washington, Seattle, WA, United States; Institute for Neuroengineering, University of Washington, Seattle, WA, United States.
Center for Gait & Motion Analysis, Gillette Children's Specialty Healthcare, St. Paul, MN, United States.
Gait Posture. 2019 Jan;67:290-295. doi: 10.1016/j.gaitpost.2018.10.009. Epub 2018 Oct 22.
Clinical gait analysis is commonly used in the evaluation and treatment of children with cerebral palsy (CP). While the repeatability of kinematic and kinetic measures of gait has previously been evaluated, the repeatability of electromyography (EMG) recordings or measures calculated from EMG data, such as muscle synergies, remains unclear for this population.
Are EMG recordings and muscle synergies from clinical gait analysis repeatable between visits for children with CP?
We recruited 20 children with bilateral CP who had been referred for clinical gait analysis. The children completed two visits less than six weeks apart with EMG data collected bilaterally from five muscles (rectus femoris, medial hamstrings, vastus lateralis, anterior tibialis, and medial gastrocnemius). Variance ratio and cosine similarity were used to evaluate repeatability of EMG waveforms between visits. Nonnegative matrix factorization was used to calculate synergies from EMG data at each visit to compare synergy weights and activations.
RESULTS & SIGNIFICANCE: The inter-visit variance ratios of EMG data for children with CP were similar to previously reported results for typically-developing children and unimpaired adults (range: 0.39 for vastus lateralis to 0.66 for rectus femoris). The average cosine similarity of the EMG waveforms between visits was greater than 0.9 for all muscles, while synergy weights and activations also had high similarity - greater than 0.8 and 0.9 between visits, respectively. These results demonstrate that EMG repeatability between visits during clinical gait analysis for children with CP is similar to unimpaired individuals. These results provide a baseline for evaluating whether observed changes in EMG recordings between visits reflect real changes in muscle activity or are within the range of inter-visit variability.
临床步态分析常用于脑瘫(CP)患儿的评估和治疗。虽然此前已对步态的运动学和动力学测量的重复性进行了评估,但对于该人群,肌电图(EMG)记录或从EMG数据计算得出的测量指标(如肌肉协同作用)的重复性仍不明确。
CP患儿临床步态分析中的EMG记录和肌肉协同作用在不同就诊之间是否具有可重复性?
我们招募了20名因临床步态分析前来就诊的双侧CP患儿。这些患儿在不到六周的时间内完成了两次就诊,双侧从五块肌肉(股直肌、半腱肌、股外侧肌、胫骨前肌和腓肠肌内侧头)收集了EMG数据。方差比和余弦相似度用于评估不同就诊之间EMG波形的可重复性。使用非负矩阵分解从每次就诊的EMG数据中计算协同作用,以比较协同权重和激活情况。
CP患儿EMG数据的就诊间方差比与先前报道的正常发育儿童和未受损成年人的结果相似(范围:股外侧肌为0.39至股直肌为0.66)。所有肌肉在不同就诊之间的EMG波形平均余弦相似度均大于0.9,而协同权重和激活情况也具有高度相似性——不同就诊之间分别大于0.8和0.9。这些结果表明,CP患儿临床步态分析期间不同就诊之间的EMG可重复性与未受损个体相似。这些结果为评估不同就诊之间观察到的EMG记录变化是反映肌肉活动的真实变化还是在就诊间变异性范围内提供了基线。