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Assessment of fNIRS Processing Methods on Active Walking Data: Findings and Implications for Future Research

机译:对活动行走数据的FNIRS处理方法的评估:对未来研究的调查结果和含义

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摘要

Functional near infrared spectroscopy (fNIRS) studies utilized a limited and inconsistent number of processing algorithms to assess the prefrontal activity during active walking. To address this critical limitation, we have reanalyzed our large dataset of older adults (n=83) who underwent single and dual-task walking (STW and DTW) protocol by applying different hemodynamic conversion parameters and movement and physiological artifact removal methods. Linear mixed effect model results indicated significant increases in oxygenated-hemoglobin (HbO2) with expected decline in deoxygenated-hemoglobin (Hb) from STW to DTW (range of effect sizes: 0.59 to 0.64 for HbO2, 0.18 to 0.32 for Hb) irrespective of the methods used. In addition, intraclass correlations suggested excellent reliability across methods and task conditions (HbO2 range=0.982 to 0.996; Hb range=0.883 to 0.984). These findings support fNIRS as a robust approach for measuring prefrontal activity in older adults during walking and emphasize the importance for establishing explicit guidelines/principles for fNIRS processing.
机译:近红外光谱(FNIRS)研究利用有限的和不一致的处理算法数来评估活动行走期间的前额定活动。为了解决这一关键限制,我们通过应用不同的血液动力转换参数和运动和生理伪影去除方法,重新分析了我们的大型成年人(n = 83)的大型成人数据集(n = 83)。线性混合效果模型结果表明氧化血红蛋白(HBO2)的显着增加,从STW到DTW的脱氧 - 血红蛋白(HB)中预期的下降(效果大小范围:0.59至0.64的HB2,Hb的0.18至0.32)无关紧要使用的方法。此外,颅内相关性表明,跨方法和任务条件的优异可靠性(HBO2范围= 0.982至0.996; HB范围= 0.883至0.984)。这些发现支持FNIR作为在步行期间衡量老年人前额叶活动的稳健方法,并强调建立Fnirs处理的明确指南/原则的重要性。

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