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使用独立成分分析降低生理噪声可提高 fMRI 检测人类脊髓的伤害性反应。

Reduction of physiological noise with independent component analysis improves the detection of nociceptive responses with fMRI of the human spinal cord.

机构信息

GRSNC, Faculty of Medicine, Université de Montréal, Montreal, QC, Canada.

出版信息

Neuroimage. 2012 Oct 15;63(1):245-52. doi: 10.1016/j.neuroimage.2012.06.057. Epub 2012 Jul 6.

Abstract

The evaluation of spinal cord neuronal activity in humans with functional magnetic resonance imaging (fMRI) is technically challenging. Major difficulties arise from cardiac and respiratory movement artifacts that constitute significant sources of noise. In this paper we assessed the Correction of Structured noise using spatial Independent Component Analysis (CORSICA). FMRI data of the cervical spinal cord were acquired in 14 healthy subjects using gradient-echo EPI. Nociceptive electrical stimuli were applied to the thumb. Additional data with short TR (250 ms, to prevent aliasing) were acquired to generate a spatial map of physiological noise derived from Independent Component Analysis (ICA). Physiological noise was subsequently removed from the long-TR data after selecting independent components based on the generated noise map. Stimulus-evoked responses were analyzed using the general linear model, with and without CORSICA and with a regressor generated from the cerebrospinal fluid region. Results showed higher sensitivity to detect stimulus-related activation in the targeted dorsal segment of the cord after CORSICA. Furthermore, fewer voxels showed stimulus-related signal changes in the CSF and outside the spinal region, suggesting an increase in specificity. ICA can be used to effectively reduce physiological noise in spinal cord fMRI time series.

摘要

使用功能磁共振成像 (fMRI) 评估人类脊髓神经元活动具有一定的技术挑战性。主要的困难来自于构成主要噪声源的心电和呼吸运动伪影。在本文中,我们评估了使用空间独立成分分析 (ICA) 进行结构噪声校正 (CORSICA) 的效果。使用梯度回波 EPI 在 14 名健康受试者中采集了颈脊髓的 fMRI 数据。对拇指施加伤害性电刺激。采集额外的 TR 较短 (250ms,以防止混叠) 的数据,以生成源自独立成分分析 (ICA) 的生理噪声的空间图。基于生成的噪声图选择独立分量后,从长 TR 数据中去除生理噪声。使用广义线性模型分析刺激诱发的反应,包括使用和不使用 CORSICA,以及使用来自脑脊液区域的回归器。结果表明,在使用 CORSICA 后,检测到靶向脊髓背侧节段的刺激相关激活的敏感性更高。此外,在 CSF 和脊髓区域外显示刺激相关信号变化的体素更少,表明特异性提高。ICA 可有效减少脊髓 fMRI 时间序列中的生理噪声。

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