Linking human brain local activity fluctuations to structural and functional network architectures

被引:62
作者
Baria, A. T. [1 ]
Mansour, A. [1 ]
Huang, L. [1 ]
Baliki, M. N. [1 ]
Cecchi, G. A. [2 ]
Mesulam, M. M. [3 ]
Apkarian, A. V. [1 ]
机构
[1] Northwestern Univ, Feinberg Sch Med, Dept Physiol, Chicago, IL 60611 USA
[2] TJ Watson IBM Res Lab, Computat Biol Ctr, Yorktown Hts, NY USA
[3] Northwestern Univ, Feinberg Sch Med, Cognit Neurol & Alzheimers Dis Ctr, Chicago, IL 60611 USA
关键词
BOLD fMRI; Power spectrum; Connectivity; Hodology; DTI tractography; LOW-FREQUENCY FLUCTUATIONS; SCALE-FREE; SMALL-WORLD; CONNECTIVITY; FMRI; CORTEX; ALPHA; DYNAMICS; REST; SYNCHRONIZATION;
D O I
10.1016/j.neuroimage.2013.01.072
中图分类号
Q189 [神经科学];
学科分类号
071006 [神经生物学];
摘要
Activity of cortical local neuronal populations fluctuates continuously, and a large proportion of these fluctuations are shared across populations of neurons. Here we seek organizational rules that link these two phenomena. Using neuronal activity, as identified by functional MRI (fMRI) and for a given voxel or brain region, we derive a single measure of full bandwidth brain-oxygenation-level-dependent (BOLD) fluctuations by calculating the slope, alpha, for the log-linear power spectrum. For the same voxel or region, we also measure the temporal coherence of its fluctuations to other voxels or regions, based on exceeding a given threshold, Theta, for zero lag correlation, establishing functional connectivity between pairs of neuronal populations. From resting state fMRI, we calculated whole-brain group-averaged maps for alpha and for functional connectivity. Both maps showed similar spatial organization, with a correlation coefficient of 0.75 between the two parameters across all brain voxels, as well as variability with hodology. A computational model replicated the main results, suggesting that synaptic low-pass filtering can account for these interrelationships. We also investigated the relationship between alpha and structural connectivity, as determined by diffusion tensor imaging-based tractography. We observe that the correlation between alpha and connectivity depends on attentional state; specifically, alpha correlated more highly to structural connectivity during rest than while attending to a task. Overall, these results provide global rules for the dynamics between frequency characteristics of local brain activity and the architecture of underlying brain networks. (C) 2013 Elsevier Inc. All rights reserved.
引用
收藏
页码:144 / 155
页数:12
相关论文
共 69 条
[1]
Synaptic computation [J].
Abbott, LF ;
Regehr, WG .
NATURE, 2004, 431 (7010) :796-803
[2]
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
[3]
Fractal connectivity of long-memory networks [J].
Achard, Sophie ;
Bassett, Danielle S. ;
Meyer-Lindenberg, Andreas ;
Bullmore, Edward T. .
PHYSICAL REVIEW E, 2008, 77 (03)
[4]
Functional Connectivity between Anatomically Unconnected Areas Is Shaped by Collective Network-Level Effects in the Macaque Cortex [J].
Adachi, Yusuke ;
Osada, Takahiro ;
Sporns, Olaf ;
Watanabe, Takamitsu ;
Matsui, Teppei ;
Miyamoto, Kentaro ;
Miyashita, Yasushi .
CEREBRAL CORTEX, 2012, 22 (07) :1586-1592
[5]
[Anonymous], 2009, Frontiers in Neuroinformatics, DOI [10.3389/neuro.11.037.2009.eCollection2009, 10.3389/neuro.11.037.2009]
[6]
Beyond feeling: Chronic pain hurts the brain, disrupting the default-mode network dynamics [J].
Baliki, Marwan N. ;
Geha, Paul Y. ;
Apkarian, A. Vania ;
Chialvo, Dante R. .
JOURNAL OF NEUROSCIENCE, 2008, 28 (06) :1398-1403
[7]
The Cortical Rhythms of Chronic Back Pain [J].
Baliki, Marwan N. ;
Baria, Alex T. ;
Apkarian, A. Vania .
JOURNAL OF NEUROSCIENCE, 2011, 31 (39) :13981-13990
[8]
Executive functions and prefrontal cortex: a matter of persistence? [J].
Ball, Gareth ;
Stokes, Paul R. ;
Rhodes, Rebecca A. ;
Bose, Subrata K. ;
Rezek, Iead ;
Wink, Alle-Meije ;
Lord, Louis-David ;
Mehta, Mitul A. ;
Grasby, Paul M. ;
Turkheimer, Federico E. .
FRONTIERS IN SYSTEMS NEUROSCIENCE, 2011, 5
[9]
Anatomical and Functional Assemblies of Brain BOLD Oscillations [J].
Baria, Alexis T. ;
Baliki, Marwan N. ;
Parrish, Todd ;
Apkarian, A. Vania .
JOURNAL OF NEUROSCIENCE, 2011, 31 (21) :7910-7919
[10]
Hierarchical organization of human cortical networks in health and schizophrenia [J].
Bassett, Danielle S. ;
Bullmore, Edward T. ;
Verchinski, Beth A. ;
Mattay, Venkata S. ;
Weinberger, Daniel R. ;
Meyer-Lindenberg, Andreas .
JOURNAL OF NEUROSCIENCE, 2008, 28 (37) :9239-9248