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平衡试验数量和受试者数量以确保检测变异性的统计效力的指南——对步态研究的启示

Guidelines for balancing the number of trials and the number of subjects to ensure the statistical power to detect variability - Implication for gait studies.

作者信息

Shinya Masahiro, Takiyama Ken

机构信息

Dept. Humanities and Social Sciences, Hiroshima University, Higashi-Hiroshima, Japan.

Dept. Engineering, Tokyo University of Agriculture and Technology, Koganei, Japan.

出版信息

J Biomech. 2024 Mar;165:111995. doi: 10.1016/j.jbiomech.2024.111995. Epub 2024 Feb 15.

DOI:10.1016/j.jbiomech.2024.111995
PMID:38377741
Abstract

Variability is one of the most crucial outcomes in human movement studies: variance and standard deviation of various parameters have been reported in numerous studies. However, in many of these studies, the numbers of trials and subjects have been intuitively determined and not justified with statistical considerations. Here, we investigated the impact of the numbers of trials and subjects on statistical power, based on the assumption that results per trial follow a normal distribution, using mathematical analysis and numerical simulation. An inverse-like relationship was observed between the number of trials and subjects required to ensure the statistical power for detecting differences in variance between subject groups or conditions. For instance, assuming a 1.2-times difference in population variance between pre-and post-training sessions as an alternative hypothesis, our simulation demonstrated that combinations of the number of subjects and trials, such as measuring 100 trials from each of 12 subjects under each condition, or measuring 20 trials from each of 60 subjects, can guarantee an 80 % of statistical power. Planning research based on such mathematical considerations will enable meaningful statistical interpretations in studies focusing on movement variability, such as gait studies.

摘要

变异性是人体运动研究中最关键的结果之一

众多研究报告了各种参数的方差和标准差。然而,在许多此类研究中,试验次数和受试者数量是凭直觉确定的,并未从统计学角度进行论证。在此,我们基于每次试验结果服从正态分布的假设,运用数学分析和数值模拟,研究了试验次数和受试者数量对统计功效的影响。在确保检测受试者组间或条件间方差差异的统计功效所需的试验次数和受试者数量之间,观察到一种类似反比的关系。例如,假设训练前和训练后总体方差存在1.2倍的差异作为备择假设,我们的模拟表明,受试者数量和试验次数的组合,比如在每种条件下从12名受试者中各测量100次试验,或者从60名受试者中各测量20次试验,能够保证80%的统计功效。基于此类数学考量来规划研究,将能在诸如步态研究等关注运动变异性的研究中进行有意义的统计学解释。

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