Laboratory for Functional Connectome and Development, Key Laboratory of Behavioral Science, Magnetic Resonance Imaging Research Center, Institute of Psychology, Chinese Academy of Sciences, Beijing 100101, China.
Neuroimage. 2013 Jan 15;65:374-86. doi: 10.1016/j.neuroimage.2012.10.017. Epub 2012 Oct 17.
While researchers have extensively characterized functional connectivity between brain regions, the characterization of functional homogeneity within a region of the brain connectome is in early stages of development. Several functional homogeneity measures were proposed previously, among which regional homogeneity (ReHo) was most widely used as a measure to characterize functional homogeneity of resting state fMRI (R-fMRI) signals within a small region (Zang et al., 2004). Despite a burgeoning literature on ReHo in the field of neuroimaging brain disorders, its test-retest (TRT) reliability remains unestablished. Using two sets of public R-fMRI TRT data, we systematically evaluated the ReHo's TRT reliability and further investigated the various factors influencing its reliability and found: 1) nuisance (head motion, white matter, and cerebrospinal fluid) correction of R-fMRI time series can significantly improve the TRT reliability of ReHo while additional removal of global brain signal reduces its reliability, 2) spatial smoothing of R-fMRI time series artificially enhances ReHo intensity and influences its reliability, 3) surface-based R-fMRI computation largely improves the TRT reliability of ReHo, 4) a scan duration of 5 min can achieve reliable estimates of ReHo, and 5) fast sampling rates of R-fMRI dramatically increase the reliability of ReHo. Inspired by these findings and seeking a highly reliable approach to exploratory analysis of the human functional connectome, we established an R-fMRI pipeline to conduct ReHo computations in both 3-dimensions (volume) and 2-dimensions (surface).
虽然研究人员已经广泛研究了大脑区域之间的功能连接,但大脑连接组中区域内的功能同质性的特征描述仍处于早期发展阶段。以前提出了几种功能同质性度量标准,其中局部同质性(ReHo)是最广泛用于描述静息状态 fMRI(R-fMRI)信号在小区域内功能同质性的度量标准(Zang 等人,2004)。尽管神经影像学脑疾病领域中关于 ReHo 的文献大量涌现,但它的测试-再测试(TRT)可靠性仍未确定。我们使用两组公开的 R-fMRI TRT 数据,系统地评估了 ReHo 的 TRT 可靠性,并进一步研究了影响其可靠性的各种因素,发现:1)R-fMRI 时间序列的杂讯(头部运动、白质和脑脊液)校正可以显著提高 ReHo 的 TRT 可靠性,而额外去除大脑整体信号会降低其可靠性,2)R-fMRI 时间序列的空间平滑会人为地增强 ReHo 强度并影响其可靠性,3)基于表面的 R-fMRI 计算在很大程度上提高了 ReHo 的 TRT 可靠性,4)扫描持续时间为 5 分钟可以实现 ReHo 的可靠估计,5)R-fMRI 的快速采样率大大提高了 ReHo 的可靠性。受这些发现的启发,并寻求一种高度可靠的方法来探索性分析人类功能连接组,我们建立了一个 R-fMRI 管道,以在三维(体积)和二维(表面)上进行 ReHo 计算。