Characterizing relationships of DTI, fMRI, and motor recovery in stroke rehabilitation utilizing brain-computer interface technology.

Frontiers in neuroengineering Pub Date : 2014-07-29 eCollection Date: 2014-01-01 DOI:10.3389/fneng.2014.00031
Jie Song, Brittany M Young, Zack Nigogosyan, Leo M Walton, Veena A Nair, Scott W Grogan, Mitchell E Tyler, Dorothy Farrar-Edwards, Kristin E Caldera, Justin A Sattin, Justin C Williams, Vivek Prabhakaran
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引用次数: 59

Abstract

The relationship of the structural integrity of white matter tracts and cortical activity to motor functional outcomes in stroke patients is of particular interest in understanding mechanisms of brain structural and functional changes while recovering from stroke. This study aims to probe these underlying mechanisms using diffusion tensor imaging (DTI) and fMRI measures. We examined the structural integrity of the posterior limb of the internal capsule (PLIC) using DTI and corticomotor activity using motor-task fMRI in stroke patients who completed up to 15 sessions of rehabilitation therapy using Brain-Computer Interface (BCI) technology. We hypothesized that (1) the structural integrity of PLIC and corticomotor activity are affected by stroke; (2) changes in structural integrity and corticomotor activity following BCI intervention are related to motor recovery; (3) there is a potential relationship between structural integrity and corticomotor activity. We found that (1) the ipsilesional PLIC showed significantly decreased fractional anisotropy (FA) values when compared to the contralesional PLIC; (2) lower ipsilesional PLIC-FA values were significantly associated with worse motor outcomes (i.e., ipsilesional PLIC-FA and motor outcomes were positively correlated.); (3) lower ipsilesional PLIC-FA values were significantly associated with greater ipsilesional corticomotor activity during impaired-finger-tapping-task fMRI (i.e., ipsilesional PLIC-FA and ipsilesional corticomotor activity were negatively correlated), with an overall bilateral pattern of corticomotor activity observed; and (4) baseline FA values predicted motor recovery assessed after BCI intervention. These findings suggest that (1) greater vs. lesser microstructural integrity of the ipsilesional PLIC may contribute toward better vs. poor motor recovery respectively in the stroke-affected limb and demand lesser vs. greater cortical activity respectively from the ipsilesional motor cortex; and that (2) PLIC-FA is a promising biomarker in tracking and predicting motor functional recovery in stroke patients receiving BCI intervention.

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脑机接口技术表征脑卒中康复中DTI、fMRI和运动恢复的关系。
脑卒中患者脑白质束结构完整性和脑皮层活动与运动功能结果的关系,对于理解脑卒中恢复期脑结构和功能变化的机制具有重要意义。本研究旨在利用扩散张量成像(DTI)和功能磁共振成像(fMRI)测量来探讨这些潜在的机制。我们使用DTI检测脑卒中患者后肢内囊(PLIC)的结构完整性,使用运动任务fMRI检测皮质运动活性,这些患者使用脑机接口(BCI)技术完成了多达15次的康复治疗。我们假设(1)卒中会影响PLIC的结构完整性和皮质运动活性;(2)脑机接口干预后结构完整性和皮质运动活动的变化与运动恢复有关;(3)结构完整性和皮质运动活性之间存在潜在的关系。我们发现(1)与对照PLIC相比,同侧PLIC的分数各向异性(FA)值显著降低;(2)较低的同侧PLIC-FA值与较差的运动预后显著相关(即同侧PLIC-FA与运动预后呈正相关);(3)在受损手指轻敲任务fMRI中,较低的同侧PLIC-FA值与较高的同侧皮质运动活性显著相关(即,同侧PLIC-FA与同侧皮质运动活性呈负相关),观察到整体双侧皮质运动模式;(4)基线FA值预测脑机接口干预后的运动恢复。这些研究结果表明:(1)同侧PLIC的显微结构完整性的提高和降低可能分别有助于卒中影响肢体运动恢复的改善和降低,并要求同侧运动皮层的活动减少和增加;(2) PLIC-FA是跟踪和预测脑卒中患者脑机接口干预后运动功能恢复的有希望的生物标志物。
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