Higher Frequency Network Activity Flow Predicts Lower Frequency Node Activity in Intrinsic Low-Frequency BOLD Fluctuations

PLoS ONE

Volumn 8, Issue 5, 2013, Pages

  Bajaj, Sahil ^a   Adhikari, Bhim Mani ^a   Dhamala, Mukesh ^a  

^a GEORGIA STATE UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ADULT; ANGULAR GYRUS; ARTICLE; BOLD SIGNAL; DEFAULT MODE NETWORK; DIFFUSION TENSOR IMAGING; EYE FIXATION; FEMALE; FUNCTIONAL MAGNETIC RESONANCE IMAGING; HUMAN; HUMAN EXPERIMENT; LOW FREQUENCY OSCILLATION; MALE; MEDIAL PREFRONTAL CORTEX; MIDDLE TEMPORAL CORTEX; NERVE FIBER; NEUROIMAGING; NORMAL HUMAN; OSCILLATION; POSTERIOR CINGULATE; PREFRONTAL CORTEX; TEMPORAL CORTEX;

BRAIN; HUMANS; MAGNETIC RESONANCE IMAGING;

EID: 84877765050     PISSN: None     EISSN: 19326203     Source Type: Journal    
DOI: 10.1371/journal.pone.0064466     Document Type: Article

References (60)

1. Felleman DJ, Essen DCV, (1991) Distributed Hierarchical Processing in the Primate Cerebral Cortex. Cerebral Cortex 1: 1-47.
2. Rubinov M, Sporns O, (2010) Complex network measures of brain connectivity: uses and interpretations. Neuroimage 52: 1059-1069.
3. Buzsaki G (2006) Rhythms of the Brain: Oxford University Press. 448 p.
4. Deco G, Jirsa VK, McIntosh AR, (2011) Emerging concepts for the dynamical organization of resting-state activity in the brain. Nature reviews Neuroscience 12: 43-56.
5. Mantini D, Perrucci MG, Del Gratta C, Romani GL, Corbetta M, (2007) Electrophysiological signatures of resting state networks in the human brain. Proceedings of the National Academy of Sciences 104: 13170-13175.
6. Zuo X-N, Martino AD, Kelly C, Shehzad ZE, Gee DG, et al. (2009) The oscillating brain:Complex and reliable. Neuroimage 49: 1432-1445.
7. Greicius MD, Supekar K, Menon V, Dougherty RF, (2009) Resting-State Functional Connectivity Reflects Structural Connectivity in the Default Mode Network. Cerebral Cortex 19: 72-78.
8. Hagmann P, Kurant M, Gigandet X, Thiran P, Wedeen VJ, et al. (2007) Mapping Human Whole-Brain Structural Networks with Diffusion MRI. PloS One.
9. Johnston JM, Vaishnavi SN, Smyth MD, Zhang D, He BJ, et al. (2008) Loss of Resting Interhemispheric Functional Connectivity after Complete Section of the Corpus Callosum. Nature Reviews Neuroscience 28: 6453-6458.
10. Koch MA, Norris DG, Hund-Georgiadis M, (2002) An Investigation of Functional and Anatomical Connectivity Using Magnetic Resonance Imaging. Neuroimage 250: 241-250.
11. Lowe MJ, Beall EB, Sakaie KE, Koenig KA, Stone L, et al. (2008) Resting State Sensorimotor Functional Connectivity in Multiple Sclerosis Inversely Correlates With Transcallosal Motor Pathway Transverse Diffusivity. Human Brain Mapping 827: 818-827.
12. Honey CJ, Thivierge JP, Sporns O, (2010) Can structure predict function in the human brain? Neuroimage 52: 766-776.
13. Biswal B, Yetkin FZ, Haughton VM, Hyde JS, (1995) Functional Connectivity in the Motor Cortex of Resting Human Brain Using Echo-Planar MRI. Magnetic Resonance in Medicine 34: 537-541.
14. Gusnard DA, Akbudak E, Shulman GL, Raichle ME, (2001) Medial prefrontal cortex and self-referential mental activity: relation to a default mode of brain function. Proceedings of Natlonal Academy of Sciences 98: 4259-4264.
15. Luca MD, Beckmann CF, Stefano ND, Matthews PM, Smith SM, (2006) fMRI resting state networks define distinct modes of long-distance interactions in the human brain. Neuroimage 29: 1359-1367.
16. Fox MD, Raichle ME, (2007) Spontaneous fluctuations in brain activity observed with functional magnetic resonance imaging. Nature Reviews Neuroscience 8: 700-711.
17. Raichle ME, (2009) A paradigm shift in functional brain imaging. Journal of Neuroscience 29: 12729-12734.
18. Damoiseaux JS, Rombouts SA, Barkhof F, Scheltens P, Stam CJ, et al. (2006) Consistent resting-state networks across healthy subjects. Proc Natl Acad Sci USA 103: 13848-13853.
19. He BJ, Snyder AZ, Zempel JM, Smyth MD, Raichle ME, (2008) Electrophysiological correlates of the brain's intrinsic large-scale functional architecture. Proceedings of the National Academy of Sciences 105: 16039-16044.
20. Buzsáki G, Draguhn A, (2004) Neuronal oscillations in cortical networks. Science 304: 1926-1929.
21. Keilholz SD, Magnuson M, Thompson G, (2010) Evaluation of data-driven network analysis approaches for functional connectivity MRI. Brain structure & function 215: 129-140.
22. Balduzzi D, Riedner BA, Tononi G, (2008) A BOLD window into brain waves. Proceedings of the National Academy of Sciences 105: 15641-15642.
23. Chang C, Glover GH, (2010) Time-frequency dynamics of resting-state brain connectivity measured with fMRI. Neuroimage 50: 81-98.
24. Jiao Q, Lu G, Zhang Z, Zhong Y, Wang Z, et al. (2011) Granger causal influence predicts BOLD activity levels in the default mode network. Human Brain Mapping 32: 154-161.
25. Dhamala M, Rangarajan G, Ding M, (2008) Analyzing information flow in brain networks with nonparametric Granger causality. Neuroimage 41: 354-362.
26. Dhamala M, Rangarajan G, Ding M (2008) Estimating Granger Causality from Fourier and Wavelet Transforms of Time Series Data. Physical Review Letters 100.
27. Fox MD, Snyder AZ, Vincent JL, Corbetta M, Van Essen DC, et al. (2005) The human brain is intrinsically organized into dynamic, anticorrelated functional networks. Proceedings of the National Academy of Sciences 102: 9673-9678.
28. Fox MD, Snyder AZ, Vincent JL, Corbetta M, Essen DCV, et al. (2005) The human brain is intrinsically organized into dynamic, anticorrelated functional networks. Proceedings of the National Academy of Sciences of the United States of America 102: 9673-9678.
29. Greicius MD, Krasnow B, Reiss AL, Menon V, (2003) Functional Connectivity in the resting brain: A network analysis of the default mode hypothesis. Proceedings of Natlonal Academy of Sciences 100: 253-258.
30. Fox MD, Zhang D, Snyder AZ, Raichle ME, (2009) The Global Signal and Observed Anticorrelated Resting State Brain Networks. Journal of Neurophysiology 101: 3270-3283.
31. Luo J, (2004) Precuneus contributes to attentive control of finger movement. Acta Pharmacologica Sinica 25: 637-643.
32. Meister IG, Krings T, Foltys H, Boroojerdi B, Muller M, et al. (2004) Playing piano in the mind-an fMRI study on music imagery and performance in pianists. Cognitive Brain Research 19: 219-228.
33. Malouin F, Richards CL, Jackson PL, Dumas F, Doyon J, (2003) Brain Activations During Motor Imagery of Locomotor-Related Tasks: A PET Study. Human Brain Mapping 19: 47-62.
34. Mason MF, Norton MI, Horn JDV, Wegner DM, Scott T, et al. (2007) Wandering Minds: The Default Network and Stimulus-Independent Thought. Science 315: 393-395.
35. Cordes D, Haughton VM, Arfanakis K, Carew JD, Turski PA, et al. (2001) Frequencies contributing to functional connectivity in the cerebral cortex in "resting-state" data. American Journal of Neuroradiology 22: 1326-1333.
36. Talairach J, Tournoux P (1988) Co-planar Stereotaxic Atlas of the Human Brain. Thieme Medical, New York.
37. Ashburner J, Friston KJ, (1999) Nonlinear Spatial Normalization Using Basis Functions. Human Brain Mapping 7: 254-266.
38. Smith SM, Jenkinson M, Woolrich MW, Beckmann CF, Behrens TEJ, et al. (2004) Advances in Functional and Structural MR Image Analysis and Implementation as FSL. Neuroimage 23: S208-S219.
39. Dhamala M, Rangarajan G, Ding M (2008) Estimating Granger Causality from Fourier and Wavelet Transforms of TimeSeries Data. Physical Review Letters 100.
40. Torrence C, Compo GP, (1998) A Practical Guide to Wavelet Analysis. Bulletin of the American Meteorological Society 79: 61-78.
41. Liu X, Duyn JH, (2013) Time-varying functional network information extracted from brief instances of spontaneous brain activity. Proceedings of the National Academy of Sciences 110: 4392-4397.
42. Hutchison RM, Womelsdorf T, Gati JS, Everling S, Menon RS (2012) Resting-state networks show dynamic functional connectivity in awake humans and anesthetized macaques. Human Brain Mapping.
43. Smith K, (2012) Idle Minds. Nature 489: 356-358.
44. Shmueli K, Gelderen PV, Zwart JAD, Horovitz SG, Fukunaga M, et al. (2007) Low-frequency fluctuations in the cardiac rate as a source of variance in the resting-state fMRI BOLD signal. Neuroimage 38: 306-320.
45. Yan C, Liu D, He Y, Zou Q, Zhu C, et al. (2009) Spontaneous Brain Activity in the Default Mode Network Is Sensitive to Different Resting-State Conditions with Limited Cognitive Load. PloS One 4.
46. Raichle ME, Mintun MA, (2006) Brain Work and Brain Imaging. Annual Review of Neuroscience 29: 449-476.
47. Morcom A, M, Fletcher P, (2007) C (2007) Does the brain have a baseline? Why we should be resisting a rest. Neuroimage 37: 1073-1082.
48. Karlsson MP, Frank LM, (2009) Awake replay of remote experiences in the hippocampus. Nature Neuroscience 12: 913-918.
49. Maandag NJ, Coman D, Sanganahalli BG, Herman P, Smith AJ, et al. (2007) Energetics of neuronal signaling and fMRI activity. Proceedings of the National Academy of Sciences of the United States of America 104: 20546-20551.
50. Smith AJ, Blumenfeld H, Behar KL, Rothman DL, Shulman RG, et al. (2002) Cerebral energetics and spiking frequency: the neurophysiological basis of fMRI. Proceedings of the National Academy of Sciences of the United States of America 99: 10765-10770.
51. Smith SM, Miller KL, Salimi-Khorshidi G, Webster M, Beckmann CF, et al. (2011) Network modelling methods for FMRI. Neuroimage 54: 875-891.
52. Bressler SL, Tang W, Sylvester CM, Shulman GL, Corbetta M, (2008) Top-down control of human visual cortex by frontal and parietal cortex in anticipatory visual spatial attention. Journal of Neuroscience 28: 10056-10061.
53. Deshpande G, Sathian K, Hu X, (2010) Effect of hemodynamic variability on Granger causality analysis of fMRI. NeuroImage 52: 884-896.
54. Duann JR, Ide JS, Luo X, Li CS, (2009) Functional connectivity delineates distinct roles of the inferior frontal cortex and presupplementary motor area in stop signal inhibition. Journal of Neuroscience 29: 10171-10179.
55. Rypma B, Prabhakaran V, (2009) When less is more and when more is more: The mediating roles of capacity and speed in brain-behavior efficiency. Intelligence 37: 207-222.
56. Zhou Z, Ding M, Chen Y, Wright P, Lu Z, et al. (2009) Detecting directional influence in fMRI connectivity analysis using PCA based Granger causality. Brain Research 1289: 22-29.
57. Wen X, Yao L, Liu Y, Ding M, (2012) Causal interactions in attention networks predict behavioral performance. Journal of Neuroscience 32: 1284-1292.
58. Hwang K, Velanova K, Luna B, (2010) Strengthening of top-down frontal cognitive control networks underlying the development of inhibitory control: a functional magnetic resonance imaging effective connectivity study. Journal of Neuroscience 30: 15535-15545.
59. Liao W, Mantini D, Zhang Z, Pan Z, Ding J, et al. (2010) Evaluating the effective connectivity of resting state networks using conditional Granger causality. Biological Cybernetics 102: 57-69.
60. Jbabdi S, Johansen-Berg H, (2011) Tractography: Where Do We Go from Here? Brain Connectivity 1: 169-183.