Abler Birgit, Roebroeck Alard, Goebel Rainer, Höse Anett, Schönfeldt-Lecuona Carlos, Hole Günter, Walter Henrik
Department of Psychiatry, University of Ulm, 89075 Ulm, Germany.
Magn Reson Imaging. 2006 Feb;24(2):181-5. doi: 10.1016/j.mri.2005.10.022. Epub 2005 Dec 27.
Localization of cognitive processes is a strength of functional neuroimaging. However, information about functional interactions between brain areas is crucial for a deeper understanding of brain function. We applied vector autoregressive modeling in the context of Granger causality as a method to analyze directed connectivity in a standard event-related fMRI study using a simple auditory-motor paradigm. The basic idea is to use temporal information in stochastic time series of a brain region in order to predict signal time courses in other brain regions. Thus, we predicted that the method should demonstrate causal influence of the auditory cortex and the supplementary motor area (SMA) on primary motor cortex. Eleven right-handed healthy female subjects were instructed to press a ball with either their left or their right hand when hearing the command "left" or "right" in the scanner. Influence to the left motor cortex was found from bilateral auditory cortex as well as from the SMA in 9 of 11 subjects. Granger causality to the right motor cortex existed from bilateral auditory cortex in 5 and from SMA in 6 subjects. Granger causality to the SMA existed from right auditory cortex in 7 subjects and from left auditory cortex in 8 subjects. Our findings in a simple task show that even under suboptimal circumstances (a relatively long TR of 2440 ms), Granger causality can be a useful tool to explore effective connectivity. Temporally optimized scanning should increase that potential.
认知过程的定位是功能神经成像的一个优势。然而,有关脑区之间功能相互作用的信息对于更深入理解脑功能至关重要。在格兰杰因果关系的背景下,我们应用向量自回归建模作为一种方法,在一项使用简单听觉 - 运动范式的标准事件相关功能磁共振成像(fMRI)研究中分析定向连接性。其基本思想是利用一个脑区的随机时间序列中的时间信息来预测其他脑区的信号时间进程。因此,我们预测该方法应能证明听觉皮层和辅助运动区(SMA)对初级运动皮层的因果影响。11名右利手健康女性受试者在扫描仪中听到“左”或“右”的指令时,被要求用左手或右手按压一个球。在11名受试者中的9名中,发现双侧听觉皮层以及SMA对左侧运动皮层有影响。在5名受试者中,双侧听觉皮层对右侧运动皮层存在格兰杰因果关系,在6名受试者中,SMA对右侧运动皮层存在格兰杰因果关系。在7名受试者中,右侧听觉皮层对SMA存在格兰杰因果关系,在8名受试者中,左侧听觉皮层对SMA存在格兰杰因果关系。我们在一个简单任务中的发现表明,即使在次优条件下(相对较长的重复时间TR为2440毫秒),格兰杰因果关系也可以是探索有效连接性的有用工具。时间优化扫描应能增加这种潜力。