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Training Efficiency and Transfer Success in an Extended Real-Time Functional MRI Neurofeedback Training of the Somatomotor Cortex of Healthy Subjects

机译:健康受试者的躯体运动皮层的扩展实时功能性MRI神经反馈训练中的训练效率和转移成功

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摘要

This study investigated the level of self-regulation of the somatomotor cortices (SMCs) attained by an extended functional magnetic resonance imaging (fMRI) neurofeedback training. Sixteen healthy subjects performed 12 real-time functional magnetic resonance imaging neurofeedback training sessions within 4 weeks, involving motor imagery of the dominant right as well as the non-dominant left hand. Target regions of interests in the SMC were individually localized prior to the training by overt finger movements. The feedback signal (FS) was defined as the difference between fMRI activation in the contra- and ipsilateral SMC and visually presented to the subjects. Training efficiency was determined by an off-line general linear model analysis determining the fMRI percent signal changes in the SMC target areas accomplished during the neurofeedback training. Transfer success was assessed by comparing the pre- and post-training transfer task, i.e., the neurofeedback paradigm without the presentation of the FS. Group results show a distinct increase in feedback performance (FP) in the transfer task for the trained group compared to a matched untrained control group, as well as an increase in the time course of the training, indicating an efficient training and a successful transfer. Individual analysis revealed that the training efficiency was not only highly correlated to the transfer success but also predictive. Trainings with at least 12 efficient training runs were associated with a successful transfer outcome. A group analysis of the hemispheric contributions to the FP showed that it is mainly driven by increased fMRI activation in the contralateral SMC, although some individuals relied on ipsilateral deactivation. Training and transfer results showed no difference between left- and right-hand imagery, with a slight indication of more ipsilateral deactivation in the early right-hand trainings.
机译:这项研究调查了通过扩展功能磁共振成像(fMRI)神经反馈训练获得的躯体运动皮层(SMC)的自我调节水平。 16名健康受试者在4周内进行了12次实时功能磁共振成像神经反馈训练课程,涉及占优势的右手和非占优势的左手的运动成像。在训练之前,通过明显的手指移动将SMC中的目标感兴趣区域单独定位。反馈信号(FS)定义为对侧和同侧SMC中fMRI激活之间的差异,并以视觉方式呈现给受试者。通过离线通用线性模型分析确定训练效率,该模型确定了在神经反馈训练过程中完成的SMC目标区域的fMRI信号变化百分比。通过比较训练前和训练后的转移任务,即不使用FS的神经反馈范式来评估转移成功。小组结果显示,与匹配的未经训练的对照组相比,受过训练的小组在转移任务中的反馈绩效(FP)显着提高,并且训练的时程也有所增加,表明有效的训练和成功的转移。个体分析表明,训练效率不仅与转移成功高度相关,而且与预测能力密切相关。至少进行了12次有效训练的训练才能成功完成转学。对半球对FP的贡献进行的小组分析表明,尽管某些人依靠同侧失活,但它主要是由对侧SMC中fMRI激活的增强所驱动。训练和转移结果显示左手图像和右手图像之间没有差异,略有迹象表明在早期的右手训练中有更多的同侧失活。

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