Department of Clinical Medicine, Center of Functionally Integrative Neuroscience (CFIN), Aarhus University, Universitetsbyen 3, Aarhus C 8000, Denmark; Sino-Danish Center for Education and Research (SDC), University of Chinese Academy of Sciences, 380 Huaibeizhuang, Huairou District, Beijing 101400, PR China.
Department of Clinical Medicine, Center of Functionally Integrative Neuroscience (CFIN), Aarhus University, Universitetsbyen 3, Aarhus C 8000, Denmark; Sino-Danish Center for Education and Research (SDC), University of Chinese Academy of Sciences, 380 Huaibeizhuang, Huairou District, Beijing 101400, PR China.
Neuroimage. 2023 May 1;271:120011. doi: 10.1016/j.neuroimage.2023.120011. Epub 2023 Mar 11.
Functional MRI with spatial resolution in the submillimeter domain enables measurements of activation across cortical layers in humans. This is valuable as different types of cortical computations, e.g., feedforward versus feedback related activity, take place in different cortical layers. Laminar fMRI studies have almost exclusively employed 7T scanners to overcome the reduced signal stability associated with small voxels. However, such systems are relatively rare and only a subset of those are clinically approved. In the present study, we examined if the feasibility of laminar fMRI at 3T could be improved by use of NORDIC denoising and phase regression.
5 healthy subjects were scanned on a Siemens MAGNETOM Prisma 3T scanner. To assess across-session reliability, each subject was scanned in 3-8 sessions on 3-4 consecutive days. A 3D gradient echo EPI (GE-EPI) sequence was used for BOLD acquisitions (voxel size 0.82 mm isotopic, TR = 2.2 s) using a block design finger tapping paradigm. NORDIC denoising was applied to the magnitude and phase time series to overcome limitations in temporal signal-to-noise ratio (tSNR) and the denoised phase time series were subsequently used to correct for large vein contamination through phase regression.
NORDIC denoising resulted in tSNR values comparable to or higher than commonly observed at 7T. Layer-dependent activation profiles could thus be extracted robustly, within and across sessions, from regions of interest located in the hand knob of the primary motor cortex (M1). Phase regression led to substantially reduced superficial bias in obtained layer profiles, although residual macrovascular contribution remained. We believe the present results support an improved feasibility of laminar fMRI at 3T.
具有亚毫米空间分辨率的功能磁共振成像使我们能够在人类中测量皮层层之间的激活。这是有价值的,因为不同类型的皮层计算,例如前馈与反馈相关的活动,发生在不同的皮层层中。层状 fMRI 研究几乎完全采用 7T 扫描仪来克服与小体素相关的信号稳定性降低的问题。然而,这样的系统相对较少,并且只有其中一部分是临床批准的。在本研究中,我们研究了在 3T 下使用 NORDIC 去噪和相位回归是否可以提高层状 fMRI 的可行性。
5 名健康受试者在西门子 MAGNETOM Prisma 3T 扫描仪上进行扫描。为了评估跨会话的可靠性,每个受试者在 3-4 天的连续几天内进行 3-8 次扫描。使用 3D 梯度回波 EPI(GE-EPI)序列进行 BOLD 采集(体素大小 0.82mm 同相位,TR=2.2s),使用块设计手指敲击范式。NORDIC 去噪应用于幅度和相位时间序列,以克服时间信号到噪声比(tSNR)的限制,并且随后使用去噪相位时间序列通过相位回归来校正大静脉污染。
NORDIC 去噪导致 tSNR 值与通常在 7T 下观察到的值相当或更高。因此,可以从位于初级运动皮层(M1)手球的感兴趣区域内和跨会话中稳健地提取层依赖的激活轮廓。相位回归导致获得的层轮廓中的表面偏差大大降低,尽管仍然存在残留的宏观血管贡献。我们认为,目前的结果支持在 3T 下提高层状 fMRI 的可行性。