IEEE Trans Neural Syst Rehabil Eng. 2019 Aug;27(8):1589-1596. doi: 10.1109/TNSRE.2019.2926119. Epub 2019 Jul 1.
Gait characteristics in Down syndrome (DS) are documented in terms of discrete kinematic variables. However, such features are strictly interrelated and reflect neurological and developmental delays. A phenotypical, quantitative assessment of how multi-joint walking patterns are activated and controlled during gait would enhance the understanding of locomotor mechanisms in such patients. We adopted an analysis framework based on principal component analysis: the gait kinematics of 221 patients aged 6-45 were expressed in terms of a reduced set of one-dimensional movement components. Their time course during the gait cycle was described by score vectors, here called principal positions; its second time derivative, called principal acceleration, characterized the activity of the neuromuscular controller on each component. Outcomes were compared to an age-matched group of 49 healthy individuals. After controlling for the effect of walking speed, we observed that the main alterations in gait patterns emerged in the fourth component which is mostly devoted to stability management (group differences, p < 0.001). Rather, the main sagittal-plane locomotor patterns showed only subtle differences from the control group. Using statistical parametrical mapping, we found when (step-to-step transitions) and how (interrelated joints motion) the fourth movement deviated from normal: in particular, an excessive hip adduction and trunk inclination during the transition between single and double support phases. These findings match the neurological and sensorimotor trait of DS and suggest the promotion of targeted rehabilitative interventions. Furthermore, this paper opens to the adoption of principal positions and principal accelerations to investigate the neuromuscular control of movement patterns during locomotion.
唐氏综合征(Down syndrome,DS)患者的步态特征以离散的运动学变量来描述。然而,这些特征是严格相关的,反映了神经和发育迟缓。对多关节步行模式在步态中如何被激活和控制进行表型、定量评估,将有助于理解此类患者的运动机制。我们采用了基于主成分分析的分析框架:221 名 6-45 岁患者的步态运动学通过一组简化的一维运动分量来表示。它们在步态周期中的时间历程由得分向量来描述,这里称为主位置;其二阶导数,称为主加速度,描述了每个分量上的神经肌肉控制器的活动。将结果与 49 名年龄匹配的健康个体进行比较。在控制了行走速度的影响后,我们观察到,步态模式的主要变化出现在第四分量,主要用于稳定性管理(组间差异,p < 0.001)。相比之下,主要矢状面运动模式与对照组仅有细微差异。使用统计参数映射,我们发现第四运动偏离正常的时间(步与步之间的转换)和方式(相关关节运动):特别是,在单支撑和双支撑阶段之间的转换期间,髋关节过度内收和躯干倾斜。这些发现与 DS 的神经和感觉运动特征相匹配,并表明促进有针对性的康复干预措施的必要性。此外,本文还为采用主位置和主加速度来研究运动模式的神经肌肉控制开辟了道路。