Department of Mechanical Engineering and Construction, Universitat Jaume I, Castelló, Spain.
Sci Rep. 2020 Apr 9;10(1):6116. doi: 10.1038/s41598-020-63092-7.
The motor system is hypothesised to use kinematic synergies to simplify hand control. Recent studies suggest that there is a large set of synergies, sparse in degrees of freedom, shared across subjects, so that each subject performs each action with a sparse combination of synergies. Identifying how synergies are shared across subjects can help in prostheses design, in clinical decision-making or in rehabilitation. Subject-specific synergies of healthy subjects performing a wide number of representative daily living activities were obtained through principal component analysis. To make synergies comparable between subjects and tasks, the hand kinematics data were scaled using normative range of motion data. To obtain synergies sparse in degrees of freedom a rotation method that maximizes the sum of the variances of the squared loadings was applied. Resulting synergies were clustered and each cluster was characterized by a core synergy and different indexes (prevalence, relevance for function and within-cluster synergy similarity), substantiating the sparsity of synergies. The first two core synergies represent finger flexion and were present in all subjects. The remaining core synergies represent coordination of the thumb joints, thumb-index joints, palmar arching or fingers adduction, and were employed by subjects in different combinations, thus revealing different subject-specific strategies.
运动系统被假设为利用运动协同作用来简化手部控制。最近的研究表明,存在一组大量的协同作用,自由度稀疏,在受试者之间共享,因此每个受试者都以协同作用的稀疏组合来执行每个动作。确定协同作用如何在受试者之间共享,可以帮助假肢设计、临床决策或康复。通过主成分分析获得了执行大量代表性日常生活活动的健康受试者的特定于受试者的协同作用。为了使协同作用在受试者和任务之间具有可比性,使用运动范围的正常范围对手部运动学数据进行了缩放。为了获得自由度稀疏的协同作用,应用了一种最大化平方加载方差之和的旋转方法。得到的协同作用被聚类,每个聚类由一个核心协同作用和不同的指标(普遍性、对功能的相关性和聚类内协同作用相似性)来描述,证实了协同作用的稀疏性。前两个核心协同作用代表手指弯曲,存在于所有受试者中。其余的核心协同作用代表拇指关节、拇指-食指关节、手掌拱形或手指内收的协调,受试者以不同的组合使用,从而揭示了不同的特定于受试者的策略。