Ladstein Jarle, Evensmoen Hallvard R, Håberg Asta K, Kristoffersen Anders, Goa Pål E
Department of Circulation and Medical Imaging, Norwegian University of Science and TechnologyTrondheim, Norway; MI Lab, Norwegian University of Science and TechnologyTrondheim, Norway.
Department of Neuroscience, Norwegian University of Science and Technology Trondheim, Norway.
Front Neurosci. 2016 Jun 7;10:225. doi: 10.3389/fnins.2016.00225. eCollection 2016.
To compare 2D and 3D echo-planar imaging (EPI) in a higher cognitive level fMRI paradigm. In particular, to study the link between the presence of task-correlated physiological fluctuations and motion and the fMRI contrast estimates from either 2D EPI or 3D EPI datasets, with and without adding nuisance regressors to the model. A signal model in the presence of partly task-correlated fluctuations is derived, and predictions for contrast estimates with and without nuisance regressors are made.
Thirty-one healthy volunteers were scanned using 2D EPI and 3D EPI during a virtual environmental learning paradigm. In a subgroup of 7 subjects, heart rate and respiration were logged, and the correlation with the paradigm was evaluated. FMRI analysis was performed using models with and without nuisance regressors. Differences in the mean contrast estimates were investigated by analysis-of-variance using Subject, Sequence, Day, and Run as factors. The distributions of group level contrast estimates were compared.
Partially task-correlated fluctuations in respiration, heart rate and motion were observed. Statistically significant differences were found in the mean contrast estimates between the 2D EPI and 3D EPI when using a model without nuisance regressors. The inclusion of nuisance regressors for cardiorespiratory effects and motion reduced the difference to a statistically non-significant level. Furthermore, the contrast estimate values shifted more when including nuisance regressors for 3D EPI compared to 2D EPI.
The results are consistent with 3D EPI having a higher sensitivity to fluctuations compared to 2D EPI. In the presence partially task-correlated physiological fluctuations or motion, proper correction is necessary to get expectation correct contrast estimates when using 3D EPI. As such task-correlated physiological fluctuations or motion is difficult to avoid in paradigms exploring higher cognitive functions, 2D EPI seems to be the preferred choice for higher cognitive level fMRI paradigms.
在一种更高认知水平的功能磁共振成像(fMRI)范式中比较二维和三维回波平面成像(EPI)。特别是,研究任务相关的生理波动和运动的存在与二维EPI或三维EPI数据集的fMRI对比度估计之间的联系,模型中添加或不添加干扰回归变量的情况。推导了存在部分任务相关波动时的信号模型,并对有和没有干扰回归变量时的对比度估计进行了预测。
31名健康志愿者在虚拟环境学习范式期间使用二维EPI和三维EPI进行扫描。在7名受试者的亚组中,记录心率和呼吸,并评估与范式的相关性。使用有和没有干扰回归变量的模型进行fMRI分析。以受试者、序列、日期和运行作为因素,通过方差分析研究平均对比度估计的差异。比较组水平对比度估计的分布。
观察到呼吸、心率和运动中存在部分与任务相关的波动。在不使用干扰回归变量的模型时,二维EPI和三维EPI的平均对比度估计之间存在统计学上的显著差异。纳入心肺效应和运动的干扰回归变量将差异降低到统计学上不显著的水平。此外,与二维EPI相比,三维EPI在纳入干扰回归变量时对比度估计值的变化更大。
结果表明,与二维EPI相比,三维EPI对波动具有更高的敏感性。在存在部分与任务相关的生理波动或运动时,使用三维EPI时需要进行适当校正以获得正确的对比度估计。由于在探索更高认知功能的范式中难以避免这种与任务相关的生理波动或运动,二维EPI似乎是更高认知水平fMRI范式的首选。