On multivariate spectral analysis of fMRI time series

被引:41
作者
Müller, K [1 ]
Lohmann, G [1 ]
Bosch, V [1 ]
von Cramon, DY [1 ]
机构
[1] Max Planck Inst Cognit Neurosci, D-04303 Leipzig, Germany
关键词
fMRI; functional connectivities; spectral analysis; coherence; phase lead;
D O I
10.1006/nimg.2001.0804
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Most of functional magnetic resonance imaging (fMRI) time series analysis is based on single voxel data evaluation using parametric statistical tests. The result of such an analysis is a statistical parametric map. Voxels with a high significance value in the parametric test are interpreted as activation regions stimulated by the experimental task. However, for the investigation of functional connectivities it would be interesting to get some detailed information about the temporal dynamics of the blood oxygen level-dependent (BOLD) signal. For investigating that behavior, a method for fMRI data analysis has been developed that is based on Wiener theory of spectral analysis for multivariate time series. Spectral parameters such as coherence measure and phase lead can be estimated. The resulting maps give detailed information on brain regions that belong to a network structure and also show the temporal behavior of the BOLD response function. This paper describes the method and presents a visual fMRI experiment as an example to demonstrate the results. (C) 2001 Academic Press.
引用
收藏
页码:347 / 356
页数:10
相关论文
共 38 条
[1]   The variability of human, BOLD hemodynamic responses [J].
Aguirre, GK ;
Zarahn, E ;
D'Esposito, M .
NEUROIMAGE, 1998, 8 (04) :360-369
[2]  
[Anonymous], 1981, SPECTRAL ANAL TIME S
[3]   FUNCTIONAL CONNECTIVITY IN THE MOTOR CORTEX OF RESTING HUMAN BRAIN USING ECHO-PLANAR MRI [J].
BISWAL, B ;
YETKIN, FZ ;
HAUGHTON, VM ;
HYDE, JS .
MAGNETIC RESONANCE IN MEDICINE, 1995, 34 (04) :537-541
[4]  
Brillinger DR., 1975, TIME SERIES DATA ANA
[5]   Modulation of connectivity in visual pathways by attention: Cortical interactions evaluated with structural equation modelling and fMRI [J].
Buchel, C ;
Friston, KJ .
CEREBRAL CORTEX, 1997, 7 (08) :768-778
[6]   Functional-anatomic study of episodic retrieval II. Selective averaging of event-related fMRI trials to test the retrieval success hypothesis [J].
Buckner, RL ;
Koutstaal, W ;
Schacter, DL ;
Dale, AM ;
Rotte, M ;
Rosen, BR .
NEUROIMAGE, 1998, 7 (03) :163-175
[7]   Functional-anatomic study of episodic retrieval using fMRI I. Retrieval effort versus retrieval success [J].
Buckner, RL ;
Koutstaal, W ;
Schacter, DL ;
Wagner, AD ;
Rosen, BR .
NEUROIMAGE, 1998, 7 (03) :151-162
[8]   Detection of cortical activation during averaged single trials of a cognitive task using functional magnetic resonance imaging [J].
Buckner, RL ;
Bandettini, PA ;
OCraven, KM ;
Savoy, RL ;
Petersen, SE ;
Raichle, ME ;
Rosen, BR .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1996, 93 (25) :14878-14883
[9]   Functional magnetic resonance image analysis of a large-scale neurocognitive network [J].
Bullmore, ET ;
RabeHesketh, S ;
Morris, RG ;
Williams, SCR ;
Gregory, L ;
Gray, JA ;
Brammer, MJ .
NEUROIMAGE, 1996, 4 (01) :16-33
[10]  
Duvernoy H.M., 1991, HUMAN BRAIN SURFACE