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分数各向异性能否预测健康老年人的运动想象神经反馈表现?

Does Fractional Anisotropy Predict Motor Imagery Neurofeedback Performance in Healthy Older Adults?

作者信息

Meekes Joost, Debener Stefan, Zich Catharina, Bleichner Martin G, Kranczioch Cornelia

机构信息

Neuropsychology Lab, Department of Psychology, University of Oldenburg, Oldenburg, Germany.

Cluster of Excellence Hearing4All, University of Oldenburg, Oldenburg, Germany.

出版信息

Front Hum Neurosci. 2019 Feb 28;13:69. doi: 10.3389/fnhum.2019.00069. eCollection 2019.

Abstract

Motor imagery neurofeedback training has been proposed as a potential add-on therapy for motor impairment after stroke, but not everyone benefits from it. Previous work has used white matter integrity to predict motor imagery neurofeedback aptitude in healthy young adults. We set out to test this approach with motor imagery neurofeedback that is closer to that used for stroke rehabilitation and in a sample whose age is closer to that of typical stroke patients. Using shrinkage linear discriminant analysis with fractional anisotropy values in 48 white matter regions as predictors, we predicted whether each participant in a sample of 21 healthy older adults (48-77 years old) was a good or a bad performer with 84.8% accuracy. However, the regions used for prediction in our sample differed from those identified previously, and previously suggested regions did not yield significant prediction in our sample. Including demographic and cognitive variables which may correlate with motor imagery neurofeedback performance and white matter structure as candidate predictors revealed an association with age but also led to loss of statistical significance and somewhat poorer prediction accuracy (69.6%). Our results suggest cast doubt on the feasibility of predicting the benefit of motor imagery neurofeedback from fractional anisotropy. At the very least, such predictions should be based on data collected using the same paradigm and with subjects whose characteristics match those of the target case as closely as possible.

摘要

运动想象神经反馈训练已被提议作为中风后运动障碍的一种潜在辅助治疗方法,但并非所有人都能从中受益。先前的研究利用白质完整性来预测健康年轻成年人的运动想象神经反馈能力。我们着手在更接近中风康复所用的运动想象神经反馈以及年龄更接近典型中风患者的样本中测试这种方法。使用48个白质区域的分数各向异性值作为预测因子进行收缩线性判别分析,我们以84.8%的准确率预测了21名健康老年人(48 - 77岁)样本中的每个参与者是表现良好还是不佳。然而,我们样本中用于预测的区域与先前确定的区域不同,并且先前建议的区域在我们的样本中并未产生显著的预测效果。将可能与运动想象神经反馈表现和白质结构相关的人口统计学和认知变量纳入候选预测因子,结果显示与年龄存在关联,但也导致统计显著性丧失以及预测准确率有所下降(69.6%)。我们的结果对从分数各向异性预测运动想象神经反馈益处的可行性提出了质疑。至少,此类预测应基于使用相同范式收集的数据,并且受试者的特征应尽可能与目标病例的特征相匹配。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b017/6403184/5929f4bab02a/fnhum-13-00069-g001.jpg

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