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Implementation of a markerless motion analysis method to quantify hyperkinesis in males with fragile X syndrome

机译:实现无标记运动分析方法量化男性X脆性综合征的运动亢进

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Hyperactive behavior - and implicitly, motion - in Fragile X syndrome (FXS) has been historically described using behavioral rating scales. While rating scales are the current standard outcome measures used in clinical research, they have limitations including their qualitative nature and subjectivity. The advent of new motion capture technologies has provided the opportunity to develop quantitative methods for measuring hyperactive motion. The hypotheses for this study were that a novel markerless motion analysis method (1) can quantitatively measure kinematic parameters, (2) can differentiate the level of hyperkinesis between control and FXS populations, and (3) will correlate with blind-reviewer synchronous video-capture methods and behavioral rating scale scores. Twenty young males (7-control, 13-FXS; ages 9-32) were studied using a standardized protocol in a markerless motion analysis suite. Behavioral scale questionnaires were filled out by parents and those scores were correlated with motion parameters (frequency and total traveled distance) of body segments during 30. s of story listening while standing in the observation space. The markerless system was able to track subjects and the two populations displayed significantly different quantities of motion, with larger amounts of motion in the FXS group (p<. 0.05). Pearson's correlation coefficients between frequency counts obtained from the markerless system and rater-based video capture were between 0.969 and 0.996 (p<. 0.001). Significant correlations between rating scale scores and motion parameters ranged from 0.462. ≤. r≤. 0.568 (p≤. 0.040). These results suggest feasibility and validity of a markerless system as a non-invasive method able to quantify motion in individuals with hyperkinesis.
机译:历史上已经使用行为等级量表描述了脆性X综合征(FXS)中的多动行为-并隐含着运动。虽然评定量表是临床研究中使用的当前标准结果指标,但它们具有局限性,包括定性性质和主观性。新的运动捕捉技术的出现提供了开发定量方法来测量过度活跃运动的机会。这项研究的假设是,一种新型的无标记运动分析方法(1)可以定量测量运动学参数,(2)可以区分对照组和FXS人群之间的超运动水平,并且(3)与盲人观看者同步视频相关,捕获方法和行为等级量表分数。在无标记运动分析套件中使用标准化方案研究了20名年轻男性(7个对照,13-FXS; 9-32岁)。父母填写了行为量表,这些分数与站立在观察空间中的故事的30秒内肢体的运动参数(频率和总行进距离)相关。无标记系统能够跟踪对象,并且两个群体显示出明显不同的运动量,而FXS组的运动量更大(p <。0.05)。从无标记系统获得的频率计数与基于评估者的视频捕获之间的皮尔逊相关系数在0.969至0.996之间(p <.0.001)。评定量表分数与运动参数之间的显着相关性为0.462。 ≤。 r≤。 0.568(p≤.0.040)。这些结果表明,无标记系统作为一种能够量化运动亢进患者运动的非侵入性方法的可行性和有效性。

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