Investigating directed influences between activated brain areas in a motor-response task using fMRI

被引:83
作者
Abler, B [1 ]
Roebroeck, A
Goebel, R
Höse, A
Schönfeldt-Lecuona, C
Hole, G
Walter, H
机构
[1] Univ Ulm, Dept Psychiat, D-89075 Ulm, Germany
[2] Maastricht Univ, Dept Cognit Neurosci, NL-6229 Maastricht, Netherlands
关键词
granger causality; effective connectivity; fMRI; auditory-motor paradigm;
D O I
10.1016/j.mri.2005.10.022
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
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 "Ieft" 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 I I 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. (C) 2006 Elsevier Inc. All rights reserved.
引用
收藏
页码:181 / 185
页数:5
相关论文
共 14 条
[1]   The variability of human, BOLD hemodynamic responses [J].
Aguirre, GK ;
Zarahn, E ;
D'Esposito, M .
NEUROIMAGE, 1998, 8 (04) :360-369
[2]   Assessing interactions among neuronal systems using functional neuroimaging [J].
Büchel, C ;
Friston, K .
NEURAL NETWORKS, 2000, 13 (8-9) :871-882
[3]  
Efron B., 1994, INTRO BOOTSTRAP, DOI DOI 10.1201/9780429246593
[4]   Tracking cognitive processes with functional MRI mental chronometry [J].
Formisano, E ;
Goebel, R .
CURRENT OPINION IN NEUROBIOLOGY, 2003, 13 (02) :174-181
[5]   Attentional modulation of effective connectivity from V2 to V5/MT in humans [J].
Friston, KJ ;
Büchel, C .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2000, 97 (13) :7591-7596
[6]   Investigating directed cortical interactions in time-resolved fMRI data using vector autoregressive modeling and Granger causality mapping [J].
Goebel, R ;
Roebroeck, A ;
Kim, DS ;
Formisano, E .
MAGNETIC RESONANCE IMAGING, 2003, 21 (10) :1251-1261
[7]   INVESTIGATING CAUSAL RELATIONS BY ECONOMETRIC MODELS AND CROSS-SPECTRAL METHODS [J].
GRANGER, CWJ .
ECONOMETRICA, 1969, 37 (03) :424-438
[8]   TESTING FOR CAUSALITY - A PERSONAL VIEWPOINT [J].
GRANGER, CWJ .
JOURNAL OF ECONOMIC DYNAMICS & CONTROL, 1980, 2 (04) :329-352
[9]  
McIntosh A. R., 1994, Human Brain Mapping, V2, P2
[10]   Mental chronometry using latency-resolved functional MRI [J].
Menon, RS ;
Luknowsky, DC ;
Gati, JS .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1998, 95 (18) :10902-10907