Electrophysiological signatures of resting state networks in the human brain
Open accessAbstract
Functional neuroimaging and electrophysiological studies have documented a dynamic baseline of intrinsic (not stimulus- or task-evoked) brain activity during resting wakefulness. This baseline is characterized by slow (<0.1 Hz) fluctuations of functional imaging signals that are topographically organized in discrete brain networks, and by much faster (1–80 Hz) electrical oscillations. To investigate the relationship between hemodynamic and electrical oscillations, we have adopted a completely data-driven approach that combines information from simultaneous electroencephalography (EEG) and functional magnetic resonance imaging (fMRI). Using independent component analysis on the fMRI data, we identified six widely distributed resting state networks. The blood oxygenation level-dependent signal fluctuations associated with each network were correlated with the EEG power variations of delta, theta, alpha, beta, and gamma rhythms. Each functional network was characterized by a specific electrophysiological signature that involved the combination of different brain rhythms. Moreover, the joint EEG/fMRI analysis afforded a finer physiological fractionation of brain networks in the resting human brain. This result supports for the first time in humans the coalescence of several brain rhythms within large-scale brain networks as suggested by biophysical studies.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
EEG correlates of resting-state networks have distinct spectral signatures that characterize how neural oscillations support inter-regional interactions within networks.
“The EEG correlates of resting state networks exhibit their distinct spectral signatures, characterizing the way by which neural oscillations support inter-regional interactions within networks (144, 159).”
From Electrophysiological source imaging: A noninvasive window to brain dynamics (2018) · cites this paper as [159]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Receptive fields, binocular interaction and functional architecture in the cat’s visual cortex
Hubel, D. H., & Wiesel, T. N. (1962) · The Journal of Physiology · doi:10.1113/jphysiol.1962.sp006837 · Cited by 13,680 · see citing works
Control of goal-directed and stimulus-driven attention in the brain
Corbetta, M., & Shulman, G. L. (2002) · Nature Reviews Neuroscience · doi:10.1038/nrn755 · Cited by 12,881 · see citing works
Self-citationA default mode of brain function
Raichle, M. E., MacLeod, A. M., Snyder, A. Z., Powers, W. J., Gusnard, D. A., & Shulman, G. L. (2001) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.98.2.676 · Cited by 12,190 · see citing works
Functional connectivity in the motor cortex of resting human brain using echo‐planar mri
Biswal, B., Zerrin Yetkin, F., Haughton, V. M., & Hyde, J. S. (1995) · Magnetic Resonance in Medicine · doi:10.1002/mrm.1910340409 · Cited by 9,812 · see citing works
The human brain is intrinsically organized into dynamic, anticorrelated functional networks
Fox, M. D., Snyder, A. Z., Vincent, J. L., Corbetta, M., Van Essen, D. C., & Raichle, M. E. (2005) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0504136102 · Cited by 8,553 · see citing works
Self-citationNeuronal Oscillations in Cortical Networks
Buzsáki, G., & Draguhn, A. (2004) · Science · doi:10.1126/science.1099745 · Cited by 6,576 · see citing works
Neurophysiological investigation of the basis of the fMRI signal
Logothetis, N. K., Pauls, J., Augath, M., Trinath, T., & Oeltermann, A. (2001) · Nature · doi:10.1038/35084005 · Cited by 6,542 · see citing works
Functional connectivity in the resting brain: a network analysis of the default mode hypothesis
Greicius, M. D., Krasnow, B., Reiss, A. L., & Menon, V. (2003) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0135058100 · Cited by 6,358 · see citing works
Fast and robust fixed-point algorithms for independent component analysis
Hyvärinen, A. (1999) · IEEE Transactions on Neural Networks · doi:10.1109/72.761722 · Cited by 6,239 · see citing works
The brainweb: phase synchronization and large-scale integration
Varela, F., Lachaux, J.-P., Rodriguez, E., & Martinerie, J. (2001) · Nature Reviews Neuroscience · doi:10.1038/35067550 · Cited by 4,761 · see citing works
Consistent resting-state networks across healthy subjects
Damoiseaux, J. S., Rombouts, S. A. R. B., Barkhof, F., Scheltens, P., Stam, C. J., Smith, S. M., & Beckmann, C. F. (2006) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0601417103 · Cited by 4,326 · see citing works
Dynamic predictions: Oscillations and synchrony in top–down processing
Engel, A. K., Fries, P., & Singer, W. (2001) · Nature Reviews Neuroscience · doi:10.1038/35094565 · Cited by 3,454 · see citing works
Searching for a baseline: Functional imaging and the resting human brain
Gusnard, D. A., & Raichle, M. E. (2001) · Nature Reviews Neuroscience · doi:10.1038/35094500 · Cited by 3,371 · see citing works
Gusnard, D. A., Akbudak, E., Shulman, G. L., & Raichle, M. E. (2001) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.071043098 · Cited by 2,997 · see citing works
Llinás, R. R. (1988) · Science · doi:10.1126/science.3059497 · Cited by 2,285 · see citing works
Shadlen, M. N., & Newsome, W. T. (1998) · The Journal of Neuroscience · doi:10.1523/jneurosci.18-10-03870.1998 · Cited by 2,178 · see citing works
Spontaneous neuronal activity distinguishes human dorsal and ventral attention systems
Fox, M. D., Corbetta, M., Snyder, A. Z., Vincent, J. L., & Raichle, M. E. (2006) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0604187103 · Cited by 2,101 · see citing works
Self-citationCommon blood flow changes across visual tasks: II. Decreases in cerebral cortex
Shulman, G. L., Fiez, J. A., Corbetta, M., Buckner, R. L., Miezin, F. M., Raichle, M. E., & Petersen, S. E. (1997) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.1997.9.5.648 · Cited by 1,890 · see citing works
Self-citationIntersubject synchronization of cortical activity during natural vision
Hasson, U., Nir, Y., Levy, I., Fuhrmann, G., & Malach, R. (2004) · Science · doi:10.1126/science.1089506 · Cited by 1,839 · see citing works
A Core System for the Implementation of Task Sets
Dosenbach, N. U. F., Visscher, K. M., Palmer, E. D., Miezin, F. M., Wenger, K. K., Kang, H. C., Burgund, E. D., Grimes, A. L., Schlaggar, B. L., & Petersen, S. E. (2006) · Neuron · doi:10.1016/j.neuron.2006.04.031 · Cited by 1,772 · see citing works
Dynamics of ongoing activity: explanation of the large variability in evoked cortical responses
Arieli, A., Sterkin, A., Grinvald, A., & Aertsen, A. (1996) · Science · doi:10.1126/science.273.5283.1868 · Cited by 1,660 · see citing works
Frequencies contributing to functional connectivity in the cerebral cortex in "resting-state" data.
Cordes, D., Haughton, V. M., Arfanakis, K., Carew, J. D., Turski, P. A., Moritz, C. H., Quigley, M., & Meyerand, M. E. (2001) · PubMed Central · Cited by 1,402 · see citing works
Functional connectivity in single and multislice echoplanar imaging using resting-state fluctuations
Lowe, M. J., Mock, B. J., & Sorenson, J. A. (1998) · NeuroImage · doi:10.1006/nimg.1997.0315 · Cited by 1,394 · see citing works
A Method for Removing Imaging Artifact from Continuous EEG Recorded during Functional MRI
Allen, P. J., Josephs, O., & Turner, R. (2000) · NeuroImage · doi:10.1006/nimg.2000.0599 · Cited by 1,301 · see citing works
Grouping of brain rhythms in corticothalamic systems
Steriade, M. (2006) · Neuroscience · doi:10.1016/j.neuroscience.2005.10.029 · Cited by 1,296 · see citing works
fMRI resting state networks define distinct modes of long-distance interactions in the human brain
De Luca, M., Beckmann, C. F., De Stefano, N., Matthews, P. M., & Smith, S. M. (2006) · NeuroImage · doi:10.1016/j.neuroimage.2005.08.035 · Cited by 1,241 · see citing works
Simultaneous EEG and fMRI of the alpha rhythm
Goldman, R. I., Stern, J. M., Engel, J., & Cohen, M. S. (2002) · Neuroreport · doi:10.1097/00001756-200212200-00022 · Cited by 1,131 · see citing works
Conceptual Processing during the Conscious Resting State: A Functional MRI Study
Binder, J. R., Frost, J. A., Hammeke, T. A., Bellgowan, P. S. F., Rao, S. M., & Cox, R. W. (1999) · Journal of Cognitive Neuroscience · doi:10.1162/089892999563265 · Cited by 1,066 · see citing works
Laufs, H., Krakow, K., Sterzer, P., Eger, E., Beyerle, A., Salek-Haddadi, A., & Kleinschmidt, A. (2003) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1831638100 · Cited by 1,028 · see citing works
EEG-correlated fMRI of human alpha activity
Laufs, H., Kleinschmidt, A., Beyerle, A., Eger, E., Salek-Haddadi, A., Preibisch, C., & Krakow, K. (2003) · NeuroImage · doi:10.1016/s1053-8119(03)00286-6 · Cited by 1,025 · see citing works
Coherent spontaneous activity identifies a hippocampal-parietal memory network
Vincent, J. L., Snyder, A. Z., Fox, M. D., Shannon, B. J., Andrews, J. R., Raichle, M. E., & Buckner, R. L. (2006) · Journal of Neurophysiology · doi:10.1152/jn.00048.2006 · Cited by 959 · see citing works
Cortical connections of visual area MT in the macaque
Ungerleider, L. G., & Desimone, R. (1986) · The Journal of Comparative Neurology · doi:10.1002/cne.902480204 · Cited by 954 · see citing works
Simultaneous EEG and fMRI of the alpha rhythm
Stern (2002) · Neuroreport · doi:10.1097/01.wnr.0000047685.08940.d0 · Cited by 945 · see citing works
Mazoyer, B., Zago, L., Mellet, E., Bricogne, S., Etard, O., Houdé, O., Crivello, F., Joliot, M., Petit, L., & Tzourio-Mazoyer, N. (2001) · Brain Research Bulletin · doi:10.1016/s0361-9230(00)00437-8 · Cited by 906 · see citing works
Appraising the brain's energy budget
Raichle, M. E., & Gusnard, D. A. (2002) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.172399499 · Cited by 888 · see citing works
Linking Spontaneous Activity of Single Cortical Neurons and the Underlying Functional Architecture
Tsodyks, M. V., Kenet, T., Grinvald, A., & Arieli, A. (1999) · Science · doi:10.1126/science.286.5446.1943 · Cited by 702 · see citing works
Mapping of Contralateral Space in Retinotopic Coordinates by a Parietal Cortical Area in Humans
Sereno, M. I., Pitzalis, S., & Martinez, A. (2001) · Science · doi:10.1126/science.1063695 · Cited by 682 · see citing works
Very Slow Activity Fluctuations in Monkey Visual Cortex: Implications for Functional Brain Imaging
Leopold, D. A. (2003) · Cerebral Cortex · doi:10.1093/cercor/13.4.422 · Cited by 675 · see citing works
Correlates of alpha rhythm in functional magnetic resonance imaging and near infrared spectroscopy
Moosmann, M., Ritter, P., Krastel, I., den Brink, A. M.-V., Thees, S., Blankenburg, F., Taskin, B., Obrig, H., & Villringer, A. (2003) · NeuroImage · doi:10.1016/s1053-8119(03)00344-6 · Cited by 595 · see citing works
Johansen‐Berg, H., Behrens, T. E. J., Sillery, E., Ciccarelli, O., Thompson, A. J., Smith, S. M., & Matthews, P. M. (2004) · Cerebral Cortex · doi:10.1093/cercor/bhh105 · Cited by 563 · see citing works
Impact of Network Activities on Neuronal Properties in Corticothalamic Systems
Steriade, M. (2001) · Journal of Neurophysiology · doi:10.1152/jn.2001.86.1.1 · Cited by 530 · see citing works
Vanhatalo, S., Palva, J. M., Holmes, M., Miller, J. W., Voipio, J., & Kaila, K. (2004) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0305375101 · Cited by 517 · see citing works
Self-referential reflective activity and its relationship with rest: a PET study
D’Argembeau, A., Collette, F., der Linden, M. V., Laureys, S., Fiore, G. D., Degueldre, C., Luxen, A., & Salmon, É. (2005) · NeuroImage · doi:10.1016/j.neuroimage.2004.11.048 · Cited by 489 · see citing works
Where the BOLD signal goes when alpha EEG leaves
Laufs, H., Holt, J. L., Elfont, R. M., Krams, M., Paul, J. S., Krakow, K., & Kleinschmidt, A. K. (2006) · NeuroImage · doi:10.1016/j.neuroimage.2006.02.002 · Cited by 394 · see citing works
Cortical and Subcortical Correlates of Electroencephalographic Alpha Rhythm Modulation
Feige, B., Scheffler, K., Esposito, F., Salle, F. D., Hennig, J., & Seifritz, E. (2004) · Journal of Neurophysiology · doi:10.1152/jn.00721.2004 · Cited by 362 · see citing works
Independent component analysis of fMRI group studies by self-organizing clustering
Esposito, F., Scarabino, T., Hyvärinen, A., Himberg, J., Formisano, E., Comani, S., Tedeschi, G., Goebel, R., Seifritz, E., & Salle, F. D. (2005) · NeuroImage · doi:10.1016/j.neuroimage.2004.10.042 · Cited by 357 · see citing works
Maunsell, J. H. R., & Essen, D. C. V. (1987) · The Journal of Comparative Neurology · doi:10.1002/cne.902660407 · Cited by 308 · see citing works
Amplitude envelope correlation detects coupling among incoherent brain signals
Bruns, A., Eckhorn, R., Jokeit, H., & Ebner, A. (2000) · Neuroreport · doi:10.1097/00001756-200005150-00029 · Cited by 256 · see citing works
Mantini, D., Perrucci, M. G., Cugini, S., Ferretti, A., Romani, G. L., & Gratta, C. D. (2006) · NeuroImage · doi:10.1016/j.neuroimage.2006.09.037 · Cited by 236 · see citing works
Self-citationExpression of connexin36 mRNA in adult rodent brain
Parenti, R., Gulisano, M., Zappalà, A., & Cicirata, F. (2000) · Neuroreport · doi:10.1097/00001756-200005150-00028 · Cited by 148 · see citing works
Phase-locking of hippocampal interneurons' membrane potential to neocortical up-down states
Hahn, T. T. G., Sakmann, B., & Mehta, M. (2006) · Nature Neuroscience · doi:10.1038/nn1788 · Cited by 144 · see citing works
High-Frequency Activity in Human Visual Cortex Is Modulated by Visual Motion Strength
Siegel, M., Donner, T. H., Oostenveld, R., Fries, P., & Engel, A. K. (2006) · Cerebral Cortex · doi:10.1093/cercor/bhk025 · Cited by 137 · see citing works
Biswal (1997) · doi:10.1002/(sici)1099-1492(199706/08)10:4/5
Flagged first, then by citations
Research works printed but not linked: 1
- Hyva ¨rinen A (1999) IEEE T Neural Network 10:626-634.
Cited by
Sorted by citations
The reorienting system of the human brain: from environment to theory of mind
Corbetta, M., Patel, G., & Shulman, G. L. (2008) · Neuron · doi:10.1016/j.neuron.2008.04.017 · Cited by 3,889 · see citing works
Self-citationPredicting human resting-state functional connectivity from structural connectivity
Honey, C. J., Sporns, O., Cammoun, L., Gigandet, X., Thiran, J. P., Meuli, R., & Hagmann, P. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0811168106 · Cited by 3,307 · see citing works
Dynamic functional connectivity: Promise, issues, and interpretations
Hutchison, R. M., Womelsdorf, T., Allen, E. A., Bandettini, P. A., Calhoun, V. D., Corbetta, M., Della Penna, S., Duyn, J. H., Glover, G. H., Gonzalez-Castillo, J., et al. (2013) · NeuroImage · doi:10.1016/j.neuroimage.2013.05.079 · Cited by 2,962 · see citing works
Self-citationExperimental and theoretical approaches to conscious processing
Dehaene, S., & Changeux, J.-P. (2011) · Neuron · doi:10.1016/j.neuron.2011.03.018 · Cited by 2,573 · see citing works
Zou, Q., Zhu, C.-Z., Yang, Y., Zuo, X., Long, X., Cao, Q., Wang, Y., & Zang, Y. (2008) · Journal of Neuroscience Methods · doi:10.1016/j.jneumeth.2008.04.012 · Cited by 2,169 · see citing works
Neurophysiological and Computational Principles of Cortical Rhythms in Cognition
Wang, X.-J. (2010) · Physiological Reviews · doi:10.1152/physrev.00035.2008 · Cited by 1,939 · see citing works
A dual-networks architecture of top-down control
Dosenbach, N. U. F., Fair, D. A., Cohen, A. L., Schlaggar, B. L., & Petersen, S. E. (2008) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2008.01.001 · Cited by 1,931 · see citing works
REST: A Toolkit for Resting-State Functional Magnetic Resonance Imaging Data Processing
Song, X., Dong, Z.-Y., Long, X., Li, S., Zuo, X., Zhu, C.-Z., Yong He, A., Yan, C., & Zang, Y. (2011) · PLoS ONE · doi:10.1371/journal.pone.0025031 · Cited by 1,864 · see citing works
Emerging concepts for the dynamical organization of resting-state activity in the brain
Deco, G., Jirsa, V. K., & McIntosh, A. R. (2011) · Nature reviews. Neuroscience · doi:10.1038/nrn2961 · Cited by 1,798 · see citing works
Default-mode brain dysfunction in mental disorders: A systematic review
Broyd, S. J., Demanuele, C., Debener, S., Helps, S. K., James, C. J., & Sonuga-Barke, E. J. S. (2009) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2008.09.002 · Cited by 1,675 · see citing works
The oscillating brain: Complex and reliable
Zuo, X., Martino, A. D., Kelly, C. A. M., Shehzad, Z. E., Gee, D. G., Klein, D. F., Castellanos, F. X., Biswal, B. B., & Milham, M. P. (2009) · NeuroImage · doi:10.1016/j.neuroimage.2009.09.037 · Cited by 1,460 · see citing works
The dynamic functional connectome: State-of-the-art and perspectives
Preti, M. G., Bolton, T. A. W., & Ville, D. V. D. (2016) · NeuroImage · doi:10.1016/j.neuroimage.2016.12.061 · Cited by 1,425 · see citing works
Michel, C. M., & Koenig, T. W. (2017) · NeuroImage · doi:10.1016/j.neuroimage.2017.11.062 · Cited by 1,370 · see citing works
Closed-loop brain training: the science of neurofeedback
Sitaram, R., Ros, T., Stoeckel, L., Haller, S., Scharnowski, F., Lewis-Peacock, J., Weiskopf, N., Blefari, M. L., Rana, M., Oblak, E., et al. (2017) · Nature Reviews Neuroscience · doi:10.1038/nrn.2016.164 · Cited by 1,306 · see citing works
REBUS and the anarchic brain: Toward a unified model of the brain action of psychedelics
Carhart-Harris, R. L., & Friston, K. J. (2019) · Pharmacological Reviews · doi:10.1124/pr.118.017160 · Cited by 1,180 · see citing works
Large-scale cortical correlation structure of spontaneous oscillatory activity
Hipp, J. F., Hawellek, D. J., Corbetta, M., Siegel, M., & Engel, A. K. (2012) · Nature Neuroscience · doi:10.1038/nn.3101 · Cited by 1,113 · see citing works
Self-citationBOLD correlates of EEG topography reveal rapid resting-state network dynamics
Britz, J., Van De Ville, D., & Michel, C. M. (2010) · NeuroImage · doi:10.1016/j.neuroimage.2010.02.052 · Cited by 1,070 · see citing works
Selective changes of resting-state networks in individuals at risk for Alzheimer’s disease
Sorg, C., Riedl, V., Mühlau, M., Calhoun, V. D., Eichele, T., Läer, L., Drzezga, A., Förstl, H., Kurz, A., Zimmer, C., et al. (2007) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0708803104 · Cited by 1,036 · see citing works
EEG-Based Emotion Recognition in Music Listening
Lin, Y., Wang, C., Jung, T., Wu, T.-L., Jeng, S., Duann, J., & Chen, J. (2010) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2010.2048568 · Cited by 1,022 · see citing works
Advances and pitfalls in the analysis and interpretation of resting-state FMRI data
Cole, D. M. (2010) · Frontiers in Systems Neuroscience · doi:10.3389/fnsys.2010.00008 · Cited by 950 · see citing works
Microstates in resting-state EEG: Current status and future directions
Khanna, A. R., Pascual‐Leone, Á., Michel, C. M., & Farzan, F. (2014) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2014.12.010 · Cited by 975 · see citing works
Investigating the electrophysiological basis of resting state networks using magnetoencephalography
Brookes, M. J., Woolrich, M., Luckhoo, H., Price, D., Hale, J. R., Stephenson, M. C., Barnes, G. R., Smith, S. M., & Morris, P. G. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1112685108 · Cited by 938 · see citing works
Beyond Feeling: Chronic Pain Hurts the Brain, Disrupting the Default-Mode Network Dynamics
Baliki, M. N., Geha, P., Apkarian, A. V., & Chialvo, D. R. (2008) · Journal of Neuroscience · doi:10.1523/jneurosci.4123-07.2008 · Cited by 852 · see citing works
Key role of coupling, delay, and noise in resting brain fluctuations
Deco, G., Jirsa, V., McIntosh, A. R., Sporns, O., & Kötter, R. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0901831106 · Cited by 756 · see citing works
Hutchison, R. M., Womelsdorf, T., Gati, J. S., Everling, S., & Menon, R. S. (2012) · Human Brain Mapping · doi:10.1002/hbm.22058 · Cited by 715 · see citing works
Sleep spindles: mechanisms and functions
Fernandez, L. M. J., & Lüthi, A. (2020) · Physiological Reviews · doi:10.1152/physrev.00042.2018 · Cited by 716 · see citing works
Temporal dynamics of spontaneous MEG activity in brain networks
de Pasquale, F., Della Penna, S., Snyder, A. Z., Lewis, C., Mantini, D., Marzetti, L., Belardinelli, P., Ciancetta, L., Pizzella, V., Romani, G. L., et al. (2010) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0913863107 · Cited by 698 · see citing works
Self-citationNatural Frequencies of Human Corticothalamic Circuits
Rosanova, M., Casali, A. G., Bellina, V., Resta, F., Mariotti, M., & Massimini, M. (2009) · Journal of Neuroscience · doi:10.1523/jneurosci.0445-09.2009 · Cited by 689 · see citing works
Zhu, X., Wang, X., Xiao, J., Liao, J., Zhong, M., Wang, W., & Yao, S. (2012) · Biological Psychiatry · doi:10.1016/j.biopsych.2011.10.035 · Cited by 638 · see citing works
Correlated gene expression supports synchronous activity in brain networks
Richiardi, J., Altmann, A., Milazzo, A.-C., Chang, C., Chakravarty, M. M., Banaschewski, T., Barker, G. J., Bokde, A. L. W., Bromberg, U., Büchel, C., et al. (2015) · Science · doi:10.1126/science.1255905 · Cited by 625 · see citing works
EEG microstate sequences in healthy humans at rest reveal scale-free dynamics.
Van De Ville, D., Britz, J., & Michel, C. M. (2010) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1007841107 · Cited by 606 · see citing works
Nasal Respiration Entrains Human Limbic Oscillations and Modulates Cognitive Function
Zelano, C., Jiang, H., Zhou, G., Arora, N., Schuele, S., Rosenow, J., & Gottfried, J. A. (2016) · The Journal of Neuroscience · doi:10.1523/jneurosci.2586-16.2016 · Cited by 599 · see citing works
Robustly Estimating the Flow Direction of Information in Complex Physical Systems
Nolte, G., Ziehe, A., Nikulin, V. V., Schlögl, A., Krämer, N., Brismar, T., & Müller, K. (2008) · Physical Review Letters · doi:10.1103/physrevlett.100.234101 · Cited by 595 · see citing works
Deco, G., Ponce-Alvarez, A., Mantini, D., Romani, G. L., Hagmann, P., & Corbetta, M. (2013) · Journal of Neuroscience · doi:10.1523/jneurosci.1091-13.2013 · Cited by 576 · see citing works
Self-citationCausal interactions between fronto-parietal central executive and default-mode networks in humans
Chen, A. C., Oathes, D. J., Chang, C. E., Bradley, T., Zhou, Z.-W., Williams, L. M., Glover, G. H., Deisseroth, K. A., & Etkin, A. (2013) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1311772110 · Cited by 561 · see citing works
Fast transient networks in spontaneous human brain activity
Baker, A. P., Brookes, M. J., Rezek, I. A., Smith, S. M., Behrens, T. E. J., Probert-Smith, P., & Woolrich, M. W. (2014) · eLife · doi:10.7554/elife.01867 · Cited by 555 · see citing works
Functional connectivity dynamics: modeling the switching behavior of the resting state
Hansen, E. C. A., Battaglia, D., Spiegler, A., Deco, G., & Jirsa, V. K. (2015) · NeuroImage · doi:10.1016/j.neuroimage.2014.11.001 · Cited by 528 · see citing works
Role of local network oscillations in resting-state functional connectivity
Cabral, J., Hugues, E., Sporns, O., & Deco, G. (2011) · NeuroImage · doi:10.1016/j.neuroimage.2011.04.010 · Cited by 515 · see citing works
Measuring functional connectivity using MEG: methodology and comparison with fcMRI
Brookes, M. J., Hale, J. R., Zumer, J. M., Stevenson, C. M., Francis, S. T., Barnes, G. R., Owen, J. P., Morris, P. G., & Nagarajan, S. S. (2011) · NeuroImage · doi:10.1016/j.neuroimage.2011.02.054 · Cited by 519 · see citing works
Resting-state brain networks: literature review and clinical applications
Rosazza, C., & Minati, L. (2011) · Neurological Sciences · doi:10.1007/s10072-011-0636-y · Cited by 509 · see citing works
The Resting Human Brain and Motor Learning
Albert, N. B., Robertson, E. M., & Miall, R. C. (2009) · Current Biology · doi:10.1016/j.cub.2009.04.028 · Cited by 510 · see citing works
“The role of this resting state activity, evident as low-frequency fluctuations of BOLD (see [1] for review, [2– 4]) or electrical [5, 6] signals, is unclear.”
BackgroundSadaghiani, S., Scheeringa, R., Lehongre, K., Morillon, B., Giraud, A.-L., & Kleinschmidt, A. (2010) · The Journal of Neuroscience · doi:10.1523/jneurosci.1004-10.2010 · Cited by 504 · see citing works
Oscillatory power decreases and long-term memory: the information via desynchronization hypothesis
Hanslmayr, S., Staudigl, T., & Fellner, M.-C. (2012) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2012.00074 · Cited by 501 · see citing works
Frontoparietal Cortex Controls Spatial Attention through Modulation of Anticipatory Alpha Rhythms
Capotosto, P., Babiloni, C., Romani, G. L., & Corbetta, M. (2009) · Journal of Neuroscience · doi:10.1523/jneurosci.0539-09.2009 · Cited by 487 · see citing works
Self-citationNir, Y., Mukamel, R., Dinstein, I., Privman, E., Harel, M., Fisch, L., Gelbard-Sagiv, H., Kipervasser, S., Andelman, F., Neufeld, M. Y., et al. (2008) · Nature Neuroscience · doi:10.1038/nn.2177 · Cited by 480 · see citing works
Functional network disruption in the degenerative dementias
Pievani, M., de Haan, W., Wu, T., Seeley, W. W., & Frisoni, G. B. (2011) · The Lancet Neurology · doi:10.1016/s1474-4422(11)70158-2 · Cited by 481 · see citing works
Mindfulness: Top–down or bottom–up emotion regulation strategy?
Chiesa, A., Serretti, A., & Jakobsen, J. C. (2013) · Clinical Psychology Review · doi:10.1016/j.cpr.2012.10.006 · Cited by 470 · see citing works
Distinct Cortical Pathways for Music and Speech Revealed by Hypothesis-Free Voxel Decomposition
Norman-Haignere, S., Kanwisher, N., & McDermott, J. H. (2015) · Neuron · doi:10.1016/j.neuron.2015.11.035 · Cited by 463 · see citing works
Prediction of human errors by maladaptive changes in event-related brain networks
Eichele, T., Debener, S., Calhoun, V. D., Specht, K., Engel, A. K., Hugdahl, K., von Cramon, D. Y., & Ullsperger, M. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0708965105 · Cited by 456 · see citing works
Palva, J. M., Zhigalov, A., Hirvonen, J., Korhonen, O., Linkenkaer‐Hansen, K., & Palva, S. (2013) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1216855110 · Cited by 453 · see citing works
Monto, S., Palva, S., Voipio, J., & Palva, J. M. (2008) · The Journal of Neuroscience · doi:10.1523/jneurosci.1910-08.2008 · Cited by 453 · see citing works
Scheeringa, R., Fries, P., Petersson, K. M., Oostenveld, R., Grothe, I., Norris, D. G., Peter Hagoort, A., & BASTIAANSEN, M. C. M. (2011) · Neuron · doi:10.1016/j.neuron.2010.11.044 · Cited by 450 · see citing works
Ploner, M., Sorg, C., & Groß, J. (2016) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2016.12.001 · Cited by 445 · see citing works
Spontaneous neural activity during human slow wave sleep
Dang‐Vu, T. T., Schabus, M., Desseilles, M., Albouy, G., Boly, M., Darsaud, A., Gais, S., Rauchs, G., Virginie Sterpenich, A., Vandewalle, G., et al. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0801819105 · Cited by 436 · see citing works
Cortical network functional connectivity in the descent to sleep
Larson‐Prior, L. J., Zempel, J. M., Nolan, T. S., Prior, F., Snyder, A. Z., & Raichle, M. E. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0900924106 · Cited by 434 · see citing works
Lost in thoughts: Neural markers of low alertness during mind wandering
Braboszcz, C., & Delorme, A. (2011) · NeuroImage · doi:10.1016/j.neuroimage.2010.10.008 · Cited by 425 · see citing works
A Cortical Core for Dynamic Integration of Functional Networks in the Resting Human Brain
de Pasquale, F., Penna, S. D., Snyder, A. Z., Marzetti, L., Pizzella, V., Romani, G. L., & Corbetta, M. (2012) · Neuron · doi:10.1016/j.neuron.2012.03.031 · Cited by 413 · see citing works
Self-citationProgress in Brain Computer Interface: Challenges and Opportunities
Saha, S., Mamun, K. A., Ahmed, K., Mostafa, R., Naik, G. R., Darvishi, S., Khandoker, A. H., & Baumert, M. (2021) · Frontiers in Systems Neuroscience · doi:10.3389/fnsys.2021.578875 · Cited by 404 · see citing works
How Local Excitation-Inhibition Ratio Impacts the Whole Brain Dynamics
Deco, G., Ponce‐Alvarez, A., Hagmann, P., Romani, G. L., Mantini, D., & Corbetta, M. (2014) · Journal of Neuroscience · doi:10.1523/jneurosci.5068-13.2014 · Cited by 377 · see citing works
Self-citationIntrinsic Brain Activity in Altered States of Consciousness
Boly, M., Phillips, C. L. M., Tshibanda, L., Vanhaudenhuyse, A., Schabus, M., Dang‐Vu, T. T., Moonen, G., Hustinx, R., Maquet, P., & Laureys, S. (2008) · Annals of the New York Academy of Sciences · doi:10.1196/annals.1417.015 · Cited by 387 · see citing works
Musso, F., Brinkmeyer, J., Mobascher, A., Warbrick, T., & Winterer, G. (2010) · NeuroImage · doi:10.1016/j.neuroimage.2010.01.093 · Cited by 387 · see citing works
MuxViz: a tool for multilayer analysis and visualization of networks
Domenico, M. D., Porter, M. A., & Arenas, A. (2014) · Journal of Complex Networks · doi:10.1093/comnet/cnu038 · Cited by 419 · see citing works
Brookes, M. J., Woolrich, M. W., & Barnes, G. R. (2012) · NeuroImage · doi:10.1016/j.neuroimage.2012.03.048 · Cited by 379 · see citing works
Spectrally resolved fast transient brain states in electrophysiological data
Vidaurre, D., Quinn, A. J., Baker, A. P., Dupret, D., Tejero-Cantero, Á., & Woolrich, M. W. (2015) · NeuroImage · doi:10.1016/j.neuroimage.2015.11.047 · Cited by 375 · see citing works
Functional segmentation of the brain cortex using high model order group PICA
Kiviniemi, V. J., Starck, T., Remes, J. J., Long, X., Nikkinen, J., Haapea, M., Veijola, J. M., Moilanen, I. K., Isohanni, M. K., Zang, Y., et al. (2009) · Human Brain Mapping · doi:10.1002/hbm.20813 · Cited by 368 · see citing works
Abnormal intrinsic brain functional network dynamics in Parkinson’s disease
Kim, J., Criaud, M., Cho, S. S., Díez‐Cirarda, M., Mihaescu, A. S., Coakeley, S., Ghadery, C., Valli, M., Jacobs, M. F., Houle, S., et al. (2017) · Brain · doi:10.1093/brain/awx233 · Cited by 367 · see citing works
Consistency and functional specialization in the default mode brain network
Harrison, B. J., Pujol, J., López-Solà, M., Hernández-Ribas, R., Deus, J., Ortiz, H., Soriano-Mas, C., Yücel, M., Pantelis, C., & Cardoner, N. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0711791105 · Cited by 363 · see citing works
Babiloni, C., Lizio, R., Marzano, N., Capotosto, P., Soricelli, A., Triggiani, A. I., Cordone, S., Gesualdo, L., & Percio, C. D. (2015) · International Journal of Psychophysiology · doi:10.1016/j.ijpsycho.2015.02.008 · Cited by 365 · see citing works
EEG-vigilance and BOLD effect during simultaneous EEG/fMRI measurement
Olbrich, S., Mulert, C., Karch, S., Trenner, M. U., Leicht, G., Pogarell, O. M., & Hegerl, U. (2008) · NeuroImage · doi:10.1016/j.neuroimage.2008.11.014 · Cited by 356 · see citing works
Yuan, H., Zotev, V., Phillips, R., Drevets, W. C., & Bodurka, J. (2012) · NeuroImage · doi:10.1016/j.neuroimage.2012.02.031 · Cited by 352 · see citing works
Exploring the network dynamics underlying brain activity during rest
Cabral, J., Kringelbach, M. L., & Deco, G. (2014) · Progress in Neurobiology · doi:10.1016/j.pneurobio.2013.12.005 · Cited by 351 · see citing works
Direction of information flow in large-scale resting-state networks is frequency-dependent
Hillebrand, A., Tewarie, P. K. B., van Dellen, E., Yu, M., Carbo, E. W. S., Douw, L., Gouw, A. A., van Straaten, E. C. W., & Stam, C. J. (2016) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1515657113 · Cited by 341 · see citing works
EEG correlates of time-varying BOLD functional connectivity
Chang, C. E., Liu, Z., Chen, M. C., Liu, X., & Duyn, J. H. (2013) · NeuroImage · doi:10.1016/j.neuroimage.2013.01.049 · Cited by 344 · see citing works
Karahanoğlu, F. I., & Ville, D. V. D. (2015) · Nature Communications · doi:10.1038/ncomms8751 · Cited by 320 · see citing works
Grady, C. L., Protzner, A. B., Kovacevic, N., Strother, S. C., Afshin‐Pour, B., Wojtowicz, M., Anderson, J. A. E., Churchill, N. W., & McIntosh, A. R. (2009) · Cerebral Cortex · doi:10.1093/cercor/bhp207 · Cited by 327 · see citing works
Default mode network abnormalities in mesial temporal lobe epilepsy: A study combining fMRI and DTI
Liao, W., Zhang, Z., Pan, Z., Mantini, D., Ding, J., Duan, X., Luo, C., Wang, Z., Tan, Q., Lu, G., et al. (2010) · Human Brain Mapping · doi:10.1002/hbm.21076 · Cited by 325 · see citing works
Self-citationCabral, J., Luckhoo, H., Woolrich, M. W., Joensson, M., Mohseni, H., Baker, A. P., Kringelbach, M. L., & Deco, G. (2013) · NeuroImage · doi:10.1016/j.neuroimage.2013.11.047 · Cited by 312 · see citing works
Impairment and compensation coexist in amnestic MCI default mode network
Qi, Z., Wu, X., Wang, Z., Zhang, N., Dong, H., Yao, L., & Li, K. (2009) · NeuroImage · doi:10.1016/j.neuroimage.2009.12.025 · Cited by 323 · see citing works
Babiloni, C., Barry, R. J., Başar, E., Blinowska, K. J., Cichocki, A. S., Drinkenburg, W. H. I. M., Klimesch, W., Knight, R. T., Lopes, F. H. D. S., Nunez, P. L., et al. (2019) · Clinical Neurophysiology · doi:10.1016/j.clinph.2019.06.234 · Cited by 322 · see citing works
Regional Variation in Interhemispheric Coordination of Intrinsic Hemodynamic Fluctuations
Stark, D. E., Margulies, D. S., Shehzad, Z. E., Reiss, P. T., Kelly, C. A. M., Uddin, L. Q., Gee, D. G., Roy, A. K., Banich, M. T., Castellanos, F. X., et al. (2008) · Journal of Neuroscience · doi:10.1523/jneurosci.4544-08.2008 · Cited by 314 · see citing works
The Dynamical Balance of the Brain at Rest
Deco, G., & Corbetta, M. (2010) · The Neuroscientist · doi:10.1177/1073858409354384 · Cited by 312 · see citing works
Self-citationCognitive manipulation of brain electric microstates
Seitzman, B. A., Abell, M., Bartley, S. C., Erickson, M. A., Bolbecker, A. R., & Hetrick, W. P. (2016) · NeuroImage · doi:10.1016/j.neuroimage.2016.10.002 · Cited by 328 · see citing works
Decoding brain states from fMRI connectivity graphs
Richiardi, J., Eryilmaz, H., Schwartz, S., Vuilleumier, P. O., & Ville, D. V. D. (2010) · NeuroImage · doi:10.1016/j.neuroimage.2010.05.081 · Cited by 303 · see citing works
Printed subthreshold organic transistors operating at high gain and ultralow power
Jiang, C. H., Choi, H. W., Cheng, X., Ma, H., Hasko, D. G., & Nathan, A. (2019) · Science · doi:10.1126/science.aav7057 · Cited by 310 · see citing works
Tracking brain arousal fluctuations with fMRI
Chang, C. E., Leopold, D. A., Schölvinck, M. L., Mandelkow, H., Picchioni, D., Liu, X., Ye, F. Q., Turchi, J. N., & Duyn, J. H. (2016) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1520613113 · Cited by 308 · see citing works
Boksem, M. A. S., & Smidts, A. (2014) · Journal of Marketing Research · doi:10.1509/jmr.13.0572 · Cited by 306 · see citing works
The influence of carbon dioxide on brain activity and metabolism in conscious humans
Xu, F., Uh, J., Brier, M. R., Hart, J., Yezhuvath, U. S., Gu, H., Yang, Y., & Lu, H. (2011) · Journal of Cerebral Blood Flow & Metabolism · doi:10.1038/jcbfm.2010.153 · Cited by 304 · see citing works
Selective aberrant functional connectivity of resting state networks in social anxiety disorder
Liao, W., Chen, H., Feng, Y., Mantini, D., Gentili, C., Pan, Z., Ding, J., Duan, X., Qiu, C., Lui, S., et al. (2010) · NeuroImage · doi:10.1016/j.neuroimage.2010.05.010 · Cited by 304 · see citing works
Self-citationElectrophysiological Imaging of Brain Activity and Connectivity—Challenges and Opportunities
He, B., Yang, L., Wilke, C., & Yuan, H. (2011) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2011.2139210 · Cited by 300 · see citing works
Berkovich-Ohana, A., Glicksohn, J., & Goldstein, A. (2012) · Clinical Neurophysiology · doi:10.1016/j.clinph.2011.07.048 · Cited by 298 · see citing works
Electrophysiological source imaging: A noninvasive window to brain dynamics
He, B., Sohrabpour, A., Brown, E., & Liu, Z. (2018) · Annual Review of Biomedical Engineering · doi:10.1146/annurev-bioeng-062117-120853 · Cited by 297 · see citing works
Building connectomes using diffusion MRI: why, how and but
Sotiropoulos, S. N., & Zalesky, A. (2019) · NMR in Biomedicine · doi:10.1002/nbm.3752 · Cited by 290 · see citing works
Magnetoencephalography: From SQUIDs to neuroscience
Hari, R., & Salmelin, R. H. (2011) · NeuroImage · doi:10.1016/j.neuroimage.2011.11.074 · Cited by 283 · see citing works
BOLD correlates of EEG alpha phase-locking and the fMRI default mode network
Jann, K., Dierks, T., Boesch, C., Kottlow, M., Strik, W., & Koenig, T. (2009) · NeuroImage · doi:10.1016/j.neuroimage.2009.01.001 · Cited by 286 · see citing works
Dynamic BOLD functional connectivity in humans and its electrophysiological correlates
Tagliazucchi, E., von Wegner, F., Morzelewski, A., Brodbeck, V., & Laufs, H. (2012) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2012.00339 · Cited by 285 · see citing works
Ebisch, S. J. H., D, V. G. M., Willems, R. M., Mantini, D., Groen, W. B., Romani, G. L., Buitelaar, J. K., & Harold Bekkering, A. (2010) · Human Brain Mapping · doi:10.1002/hbm.21085 · Cited by 278 · see citing works
Self-citationClinical evaluation of adhesively placed Cerec endo-crowns after 2 years--preliminary results.
Bindl, A., & MÖRMANN, W. H. (1999) · PubMed · Cited by 280 · see citing works
Ghost interactions in MEG/EEG source space: A note of caution on inter-areal coupling measures
Palva, J. M., Wang, S. H., Palva, S., Zhigalov, A., Monto, S., Brookes, M. J., Schoffelen, J., & Jerbi, K. (2018) · NeuroImage · doi:10.1016/j.neuroimage.2018.02.032 · Cited by 276 · see citing works
O’Connell, R. G., Dockree, P. M., Robertson, I. H., Bellgrove, M. A., Foxe, J. J., & Kelly, S. P. (2009) · Journal of Neuroscience · doi:10.1523/jneurosci.5967-08.2009 · Cited by 273 · see citing works
Abdelnour, F., Voss, H. U., & Raj, A. (2014) · NeuroImage · doi:10.1016/j.neuroimage.2013.12.039 · Cited by 260 · see citing works
- Authors
- Mantini, D., Perrucci, M. G., Del Gratta, C., Romani, G. L., & Corbetta, M.
- Affiliations
- University of Chieti-Pescara (IT)
- Institute of Advanced Biomedical Technologies and
- Washington University in St. Louis (US)
- Venue
- Proceedings of the National Academy of Sciences
- Publisher
- National Academy of Sciences
- Published
- 2007-08-07
- Volume
- 104
- Issue
- 32
- Pages
- 13170-13175
- ISSN
- 0027-8424 (ISSN-L)
- 1091-6490
- PMC
- PMC1941820
- OpenAlex
- W2063294564
- Cited by
- 1,938
- References
- 53
- Citations by year
- 2026: 54 · 2025: 68 · 2024: 87 · 2023: 72 · 2022: 110 · 2021: 140 · 2020: 117 · 2019: 118 · 2018: 112 · 2017: 127 · 2016: 117 · 2015: 107 · 2014: 117 · 2013: 140 · 2012: 112
- FWCI
- 38.14
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Proceedings of the National Academy of Sciences (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Lirias (submittedVersion, other-oa)
- Padua Research Archive (University of Padova) (submittedVersion, other-oa)
- Funders
- European Commission
- National Institutes of Health
- National Institute of Mental Health (R01 MH 71920-06, R01MH071920)
- National Institute of Neurological Disorders and Stroke (R01NS048013, NS48013)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Functional Brain Connectivity Studies
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural dynamics and brain function
- Health Sciences › Medicine › Radiology, Nuclear Medicine and Imaging › Advanced MRI Techniques and Applications
- Keywords
- resting-state networks, intrinsic brain activity, EEG oscillations, neural oscillations, independent component analysis, large-scale brain networks, simultaneous EEG-fMRI
- MeSH terms
- Adult, Brain, Electroencephalography, Humans, Magnetic Resonance Imaging, Male, Oxygen
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review