Time-frequency dynamics of resting-state brain connectivity measured with fMRI

被引:1211
作者
Chang, Catie
Glover, Gary H.
机构
[1] Stanford Univ, Dept Elect Engn, Stanford, CA 94305 USA
[2] Stanford Univ, Dept Radiol, Stanford, CA 94305 USA
关键词
Functional magnetic resonance imaging; Resting state; Networks; Wavelets; Dynamics; Negative correlations; Spontaneous activity; Functional connectivity; Default mode network; Nonstationarity; DEFAULT-MODE NETWORK; FUNCTIONAL CONNECTIVITY; BOLD SIGNAL; WAVELET COHERENCE; TEMPORAL DYNAMICS; CORTICAL NETWORKS; GLOBAL SIGNAL; ECHO-PLANAR; FLUCTUATIONS; CORTEX;
D O I
10.1016/j.neuroimage.2009.12.011
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Most studies of resting-state functional connectivity using fMRI employ methods that assume temporal stationarity, such as correlation and data-driven decompositions computed across the duration of the scan. However, evidence from both task-based fMRI studies and animal electrophysiology suggests that functional connectivity may exhibit dynamic changes within time scales of seconds to minutes. In the present study, we investigated the dynamic behavior of resting-state connectivity across the course of a single scan, performing a time-frequency coherence analysis based on the wavelet transform. We focused on the connectivity of the posterior cingulate cortex (PCC), a primary node of the default-mode network, examining its relationship with both the "anticorrelated" ("task-positive") network as well as other nodes of the default-mode network. It was observed that coherence and phase between the PCC and the anticorrelated network was variable in time and frequency, and statistical testing based on Monte Carlo simulations revealed the presence of significant scale-dependent temporal variability. In addition, a sliding-window correlation procedure identified other regions across the brain that exhibited variable connectivity with the PCC across the scan, which included areas previously implicated in attention and salience processing. Although it is unclear whether the observed coherence and phase variability can be attributed to residual noise or modulation of cognitive state, the present results illustrate that resting-state functional connectivity is not static, and it may therefore prove valuable to consider measures of variability, in addition to average quantities, when characterizing resting-state networks. (C) 2009 Elsevier Inc. All rights reserved.
引用
收藏
页码:81 / 98
页数:18
相关论文
共 77 条
[1]   A resilient, low-frequency, small-world human brain functional network with highly connected association cortical hubs [J].
Achard, S ;
Salvador, R ;
Whitcher, B ;
Suckling, J ;
Bullmore, ET .
JOURNAL OF NEUROSCIENCE, 2006, 26 (01) :63-72
[2]  
ALMEIDA M, 2007, ORG HUM BRAIN MAPP 1
[3]   Endogenous Human Brain Dynamics Recover Slowly Following Cognitive Effort [J].
Barnes, Anna ;
Bullmore, Edward T. ;
Suckling, John .
PLOS ONE, 2009, 4 (08)
[4]   Stability of Default-Mode Network Activity in the Aging Brain [J].
Beason-Held, L. L. ;
Kraut, M. A. ;
Resnick, S. M. .
BRAIN IMAGING AND BEHAVIOR, 2009, 3 (02) :123-131
[5]   Investigations into resting-state connectivity using independent component analysis [J].
Beckmann, CF ;
DeLuca, M ;
Devlin, JT ;
Smith, SM .
PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES, 2005, 360 (1457) :1001-1013
[6]   Modulation of spontaneous fMRI activity in human visual cortex by behavioral state [J].
Bianciardi, Marta ;
Fukunaga, Masaki ;
van Gelderen, Peter ;
Horovitz, Silvina G. ;
de Zwart, Jacco A. ;
Duyn, Jeff H. .
NEUROIMAGE, 2009, 45 (01) :160-168
[7]   The respiration response function: The temporal dynamics of fMRI signal fluctuations related to changes in respiration [J].
Birn, Rasmus M. ;
Smith, Monica A. ;
Jones, Tyler B. ;
Bandettini, Peter A. .
NEUROIMAGE, 2008, 40 (02) :644-654
[8]   Separating respiratory-variation-related neuronal-activity-related fluctuations in fluctuations from fMRI [J].
Birn, RM ;
Diamond, JB ;
Smith, MA ;
Bandettini, PA .
NEUROIMAGE, 2006, 31 (04) :1536-1548
[9]   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
[10]   Unrest at rest: Default activity and spontaneous network correlations [J].
Buckner, Randy L. ;
Vincent, Justin L. .
NEUROIMAGE, 2007, 37 (04) :1091-1096