Department of Biostatistics and Bioinformatics, Emory University, Atlanta, GA, USA.
Department of Mathematics, Statistics, and Computer Sciences, Marquette University, WI, USA.
Neuroimage. 2018 May 15;172:538-553. doi: 10.1016/j.neuroimage.2018.01.078. Epub 2018 Feb 3.
Simultaneous multislice (SMS) imaging can be used to decrease the time between acquisition of fMRI volumes, which can increase sensitivity by facilitating the removal of higher-frequency artifacts and boosting effective sample size. The technique requires an additional processing step in which the slices are separated, or unaliased, to recover the whole brain volume. However, this may result in signal "leakage" between aliased locations, i.e., slice "leakage," and lead to spurious activation (decreased specificity). SMS can also lead to noise amplification, which can reduce the benefits of decreased repetition time. In this study, we evaluate the original slice-GRAPPA (no leak block) reconstruction algorithm and acceleration factor (AF = 8) used in the fMRI data in the young adult Human Connectome Project (HCP). We also evaluate split slice-GRAPPA (leak block), which can reduce slice leakage. We use simulations to disentangle higher test statistics into true positives (sensitivity) and false positives (decreased specificity). Slice leakage was greatly decreased by split slice-GRAPPA. Noise amplification was decreased by using moderate acceleration factors (AF = 4). We examined slice leakage in unprocessed fMRI motor task data from the HCP. When data were smoothed, we found evidence of slice leakage in some, but not all, subjects. We also found evidence of SMS noise amplification in unprocessed task and processed resting-state HCP data.
同时多层(SMS)成像可用于缩短 fMRI 容积采集之间的时间间隔,通过去除更高频率的伪影并提高有效样本量来提高灵敏度。该技术需要一个额外的处理步骤,其中切片被分离或去混淆,以恢复整个大脑体积。然而,这可能导致在混淆位置(即切片“泄漏”)之间出现信号“泄漏”,并导致虚假激活(特异性降低)。SMS 还可能导致噪声放大,从而降低减少重复时间的益处。在这项研究中,我们评估了原始切片-GRAPPA(无泄漏块)重建算法和在年轻成人人类连接组计划(HCP) fMRI 数据中使用的加速因子(AF=8)。我们还评估了可以减少切片泄漏的分割切片-GRAPPA。我们使用模拟将更高的测试统计数据分解为真阳性(灵敏度)和假阳性(特异性降低)。分割切片-GRAPPA 大大降低了切片泄漏。使用适度的加速因子(AF=4)降低了噪声放大。我们检查了 HCP 未处理 fMRI 运动任务数据中的切片泄漏。当数据平滑时,我们在一些但不是所有受试者中发现了切片泄漏的证据。我们还在未处理的任务和处理后的 HCP 静息状态数据中发现了 SMS 噪声放大的证据。