Finding thalamic BOLD correlates to posterior alpha EEG
Open accessAbstract
Oscillatory electrical brain activity in the alpha (8-13 Hz) band is a prominent feature of human electroencephalography (EEG) during alert wakefulness, and is commonly thought to arise primarily from the occipital and parietal parts of the cortex. While the thalamus is considered to play a supportive role in the generation and modulation of cortical alpha rhythms, its precise function remains controversial and incompletely understood. To address this, we evaluated the correlation between the blood oxygenation level dependent (BOLD) functional magnetic resonance imaging (fMRI) signals in the thalamus and the spontaneous modulation of posterior alpha rhythms based on EEG-fMRI data acquired concurrently during an eyes-closed task-free condition. We observed both negative and positive correlations in the thalamus. The negative correlations were mostly seen within the visual thalamus, with a preference for the pulvinar over lateral geniculate nuclei. The positive correlations were found at the anterior and medial dorsal nuclei. Through functional connectivity analysis of the fMRI data, the pulvinar was found to be functionally associated with the same widespread cortical visual areas where the fMRI signals were negatively correlated with the posterior alpha modulation. In contrast, the dorsal nuclei were part of a distinct functional network that included brain stem, cingulate cortex and cerebellum. These observations are consistent with previous animal electrophysiology studies and the notion that the visual thalamus, and the pulvinar in particular, is intimately involved in the generation and spontaneous modulation of posterior alpha rhythms, facilitated by its reciprocal and widespread interaction with the cortical visual areas. We further postulate that the anterior and medial dorsal nuclei, being part of the ascending neuromodulatory system, may indirectly modulate cortical alpha rhythms by affecting vigilance and arousal levels.
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?
The core-cell pulvinar loop could serve as an alpha generator for extrastriate cortex, through a mechanism analogous to the geniculocortical loop through layers 4 and 6 of V1, and modulate the effectiveness of output from one area to another distant cortical region.
“This circuit could serve as an alpha generator for extrastriate cortex [68], through a mechanism analogous to the geniculocortical loop through layers 4 and 6 of V1 [69], and modulate the effectiveness of the output from one area to another distant cortical region.”
From Cerebral hierarchies: predictive processing, precision and the pulvinar (2015) · cites this paper as [68]
Alpha-band power correlates with fMRI signal in visual and sensorimotor cortices, attention network, and thalamic nuclei.
“Studies have shown that the alpha-band power is correlated to the fMRI signal from visual and sensorimotor cortices (163), attention network (164, 165), and thalamic nuclei (166).”
From Electrophysiological source imaging: A noninvasive window to brain dynamics (2018) · cites this paper as [166]
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
Advances in functional and structural MR image analysis and implementation as FSL
Smith, S. M., Jenkinson, M., Woolrich, M. W., Beckmann, C. F., Behrens, T. E. J., Johansen-Berg, H., Bannister, P. R., De Luca, M., Drobnjak, I., Flitney, D. E., et al. (2004) · NeuroImage · doi:10.1016/j.neuroimage.2004.07.051 · Cited by 13,630 · see citing works
AFNI: Software for analysis and visualization of functional magnetic resonance neuroimages
Cox, R. W. (1996) · Computers and Biomedical Research · doi:10.1006/cbmr.1996.0014 · Cited by 10,913 · see citing works
Cognitive and emotional influences in anterior cingulate cortex
Bush, G., Luu, P., & Posner, M. I. (2000) · Trends in Cognitive Sciences · doi:10.1016/s1364-6613(00)01483-2 · Cited by 6,259 · see citing works
Brain stem reticular formation and activation of the EEG
Moruzzi, G., & Magoun, H. W. (1949) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(49)90219-9 · Cited by 4,307 · see citing works
Über das Elektrenkephalogramm des Menschen
Berger, H. (1929) · European Archives of Psychiatry and Clinical Neuroscience · doi:10.1007/bf01797193 · Cited by 4,266 · see citing works
Thalamocortical oscillations in the sleeping and aroused brain
Steriade, M., McCormick, D. A., & Sejnowski, T. J. (1993) · Science · doi:10.1126/science.8235588 · Cited by 3,564 · see citing works
Hypothalamic regulation of sleep and circadian rhythms
Saper, C. B., Scammell, T. E., & Lu, J. (2005) · Nature · doi:10.1038/nature04284 · Cited by 2,804 · see citing works
Non-invasive mapping of connections between human thalamus and cortex using diffusion imaging
Behrens, T. E. J., Johansen-Berg, H., Woolrich, M. W., Smith, S. M., Wheeler-Kingshott, C. A. M., Boulby, P. A., Barker, G. J., Sillery, E. L., Sheehan, K., Ciccarelli, O., et al. (2003) · Nature Neuroscience · doi:10.1038/nn1075 · Cited by 2,330 · see citing works
Pessoa, L., & Adolphs, R. (2010) · Nature Reviews Neuroscience · doi:10.1038/nrn2920 · Cited by 1,794 · see citing works
Thut, G., Nietzel, A., Brandt, S. A., & Pascual‐Leone, Á. (2006) · Journal of Neuroscience · doi:10.1523/jneurosci.0875-06.2006 · Cited by 1,473 · 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
THE ASCENDING CHOLINERGIC RETICULAR SYSTEM: NEOCORTICAL, OLFACTORY AND SUBCORTICAL PROJECTIONS
Shute, C. C. D., & Lewis, P. R. (1967) · Brain · doi:10.1093/brain/90.3.497 · Cited by 1,120 · 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
Lewis, P. R., & Shute, C. C. D. (1967) · Brain · doi:10.1093/brain/90.3.521 · Cited by 969 · 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
A shift of visual spatial attention is selectively associated with human EEG alpha activity
Sauseng, P., Klimesch, W., Stadler, W., Schabus, M., Doppelmayr, M. M., Hanslmayr, S., Gruber, W. R., & Birbaumer, N. (2005) · European Journal of Neuroscience · doi:10.1111/j.1460-9568.2005.04482.x · Cited by 847 · see citing works
Prestimulus Oscillatory Activity in the Alpha Band Predicts Visual Discrimination Ability
van Dijk, H., Schoffelen, J., Oostenveld, R., & Jensen, O. B. (2008) · Journal of Neuroscience · doi:10.1523/jneurosci.1853-07.2008 · Cited by 831 · see citing works
Mitra, P. P., & Bokil, H. (2007) · doi:10.1093/acprof:oso/9780195178081.001.0001 · Cited by 819 · see citing works
Kelly, S. P., Lalor, E. C., Reilly, R. B., & Foxe, J. J. (2006) · Journal of Neurophysiology · doi:10.1152/jn.01234.2005 · Cited by 715 · see citing works
Exploring the Thalamus and Its Role in Cortical Function
Sherman, S. M., & Guillery, R. W. (2005) · The MIT Press eBooks · doi:10.7551/mitpress/2940.001.0001 · Cited by 672 · see citing works
Influence of heart rate on the BOLD signal: The cardiac response function
Chang, C. E., Cunningham, J. P., & Glover, G. H. (2008) · NeuroImage · doi:10.1016/j.neuroimage.2008.09.029 · Cited by 652 · see citing works
Birn, R. M., Smith, M. A., Jones, T. B., & Bandettini, P. A. (2008) · NeuroImage · doi:10.1016/j.neuroimage.2007.11.059 · Cited by 645 · see citing works
Multiarchitectonic and stereotactic atlas of the human thalamus
Morel, A., Magnin, M., & Jeanmonod, D. (1997) · The Journal of Comparative Neurology · doi:10.1002/(sici)1096-9861(19971103)387:4 · Cited by 642 · see citing works
High-field MRI of brain cortical substructure based on signal phase
Duyn, J. H., van Gelderen, P., Li, T., de Zwart, J. A., Koretsky, A. P., & Fukunaga, M. (2007) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0610821104 · Cited by 641 · see citing works
Self-citationPhysiological basis of the alpha rhythm
Purpura, D. P. (1969) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(69)90182-5 · Cited by 599 · 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
Thalamic Mechanisms of EEG Alpha Rhythms and Their Pathological Implications
Hughes, S. W., & Crunelli, V. (2005) · The Neuroscientist · doi:10.1177/1073858405277450 · Cited by 565 · 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
Parieto-occipital ∼1 0Hz activity reflects anticipatory state of visual attention mechanisms
Foxe, J. J., Simpson, G. V., & Ahlfors, S. P. (1998) · NeuroReport · doi:10.1097/00001756-199812010-00030 · Cited by 543 · see citing works
Physiological Basis of the Alpha Rhythm
Andersen, P. N., & Andersson, S. A. (1968) · Medical Entomology and Zoology · Cited by 540 · see citing works
Sadaghiani, 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
Cognitive and Perceptual Functions of the Visual Thalamus
Saalmann, Y. B., & Kästner, S. (2011) · Neuron · doi:10.1016/j.neuron.2011.06.027 · Cited by 461 · see citing works
Intrinsic functional relations between human cerebral cortex and thalamus
Zhang, D., Snyder, A. Z., Fox, M. D., Sansbury, M. W., Shimony, J. S., & Raichle, M. E. (2008) · Journal of Neurophysiology · doi:10.1152/jn.90463.2008 · Cited by 437 · see citing works
Lopes, F. H. D. S., Vos, J. E., Mooibroek, J. J., & van Rotterdam, A. (1980) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(80)90011-5 · Cited by 425 · see citing works
The functional logic of cortico-pulvinar connections
Shipp, S. (2003) · Philosophical Transactions of the Royal Society of London. Series B: Biological Sciences · doi:10.1098/rstb.2002.1213 · Cited by 411 · cited 1× · see citing works
“6a) and anatomical (Shipp, 2003) connections between Pul and the cortex make Pul well suitable to behave as a thalamic control unit for the widespread cortical alpha activity.”
A new method for improving functional-to-structural MRI alignment using local Pearson correlation
Saad, Z. S., Glen, D. R., Chen, G., Beauchamp, M. S., Desai, R., & Cox, R. W. (2009) · NeuroImage · doi:10.1016/j.neuroimage.2008.09.037 · Cited by 405 · see citing works
Alpha rhythms as physiological and abnormal phenomena
Niedermeyer, E. (1997) · International Journal of Psychophysiology · doi:10.1016/s0167-8760(97)00754-x · Cited by 376 · 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
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
Arousal--Revisiting the Reticular Activating System
Steriade, M. (1996) · Science · doi:10.1126/science.272.5259.225 · Cited by 350 · see citing works
Pulvinar contributions to the dorsal and ventral streams of visual processing in primates
Kaas, J. H., & Lyon, D. C. (2007) · Brain Research Reviews · doi:10.1016/j.brainresrev.2007.02.008 · Cited by 344 · see citing works
Distinct functions for direct and transthalamic corticocortical connections
Sherman, S. M., & Guillery, R. W. (2011) · Journal of Neurophysiology · doi:10.1152/jn.00429.2011 · Cited by 336 · see citing works
Stereotactic Atlas of the Human Thalamus and Basal Ganglia
Morel, A. (2007) · CRC Press eBooks · doi:10.3109/9781420016796 · Cited by 329 · see citing works
Organization of thalamic and cortical alpha rhythms: Spectra and coherences
Lopes, F. H. D. S., van Lierop, T. H. M. T., Schrijer, C. F., & van Leeuwen, W. S. (1973) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(73)90216-2 · Cited by 326 · see citing works
Temporal Framing of Thalamic Relay-Mode Firing by Phasic Inhibition during the Alpha Rhythm
Lörincz, M. L., Kékesi, K. A., Juhász, G. D., Crunelli, V., & Hughes, S. W. (2009) · Neuron · doi:10.1016/j.neuron.2009.08.012 · Cited by 326 · see citing works
The hemodynamic response of the alpha rhythm: An EEG/fMRI study
de Munck, J. C., Goncalves, S. I., Huijboom, L., Kuijer, J. P. A., Pouwels, P. J. W., Heethaar, R. M., & Lopes, F. H. D. S. (2007) · NeuroImage · doi:10.1016/j.neuroimage.2007.01.022 · Cited by 260 · see citing works
Functional Imaging of the Human Lateral Geniculate Nucleus and Pulvinar
Kastner, S., O'Connor, D. H., Fukui, M. M., Fehd, H. M., Herwig, U., & Pinsk, M. A. (2004) · Journal of Neurophysiology · doi:10.1152/jn.00553.2003 · Cited by 228 · see citing works
Pulvinar Inactivation Disrupts Selection of Movement Plans
Wilke, M., Turchi, J. N., Smith, K., Mishkin, M., & Leopold, D. A. (2010) · Journal of Neuroscience · doi:10.1523/jneurosci.0953-10.2010 · Cited by 191 · see citing works
Snow, J. C., Allen, H. A., Rafal, R. D., & Humphreys, G. W. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0810086106 · Cited by 188 · see citing works
Michel, C. M., Lehmann, D., Henggeler, B., & Brandeis, D. (1992) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(92)90180-p · Cited by 186 · see citing works
Neural networks for generation and suppression of alpha rhythm
Sadato, N., Nakamura, S., Oohashi, T., Nishina, E., Fuwamoto, Y., Waki, A., & Yonekura, Y. (1998) · Neuroreport · doi:10.1097/00001756-199803300-00024 · Cited by 158 · see citing works
de Zwart, J. A., van Gelderen, P., Kellman, P., & Duyn, J. H. (2002) · Magnetic Resonance in Medicine · doi:10.1002/mrm.10303 · Cited by 145 · see citing works
Self-citationNeural activity in the visual thalamus reflects perceptual suppression
Wilke, M., Mueller, K.-M., & Leopold, D. A. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0900714106 · Cited by 144 · see citing works
Relations between PET-derived measures of thalamic glucose metabolism and EEG alpha power
Larson, C. L., Davidson, R. J., Abercrombie, H. C., Ward, R. T., Schaefer, S. M., Jackson, D. C., Holden, J. E., & Perlman, S. B. (1998) · Psychophysiology · doi:10.1111/1469-8986.3520162 · Cited by 135 · see citing works
Steriade, M. (1993) · Current Opinion in Neurobiology · doi:10.1016/0959-4388(93)90064-6 · Cited by 121 · see citing works
Metzger, C. D. (2010) · Frontiers in Neuroanatomy · doi:10.3389/fnana.2010.00138 · Cited by 114 · see citing works
Lindgren, K. A., Larson, C. L., Schaefer, S. M., Abercrombie, H. C., Ward, R. T., Oakes, T. R., Holden, J. E., Perlman, S. B., Benca, R. M., & Davidson, R. J. (1999) · Biological Psychiatry · doi:10.1016/s0006-3223(98)00350-3 · Cited by 110 · see citing works
Statistical feature extraction for artifact removal from concurrent fMRI-EEG recordings
Liu, Z., de Zwart, J. A., van Gelderen, P., Kuo, L.-W., & Duyn, J. H. (2012) · NeuroImage · doi:10.1016/j.neuroimage.2011.10.042 · Cited by 97 · see citing works
Self-citationEEG Alpha Rhythm and Glucose Metabolic Rate in the Thalamus in Schizophrenia
Dános, P., Guich, S., Abel, L., & Buchsbaum, M. S. (2001) · Neuropsychobiology · doi:10.1159/000054901 · Cited by 65 · see citing works
Elias, W. J., Zheng, Z. A., Domer, P., Quigg, M., & Pouratian, N. (2011) · NeuroImage · doi:10.1016/j.neuroimage.2011.10.049 · Cited by 53 · see citing works
Buchsbaum, M. S., KESSLER, R. M., King, A. C., Johnson, J., & Cappelletti, J. (1984) · Progress in brain research · doi:10.1016/s0079-6123(08)62182-2 · Cited by 48 · see citing works
A 10 Hz “alpha-like” rhythm in the visual cortex of the waking cat
Chatila, M., Milleret, C., Buser, P., & Rougeul, A. (1992) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(92)90147-a · Cited by 48 · see citing works
Dissociating Vision and Visual Attention in the Human Pulvinar
Smith, A. T., Cotton, P. L., Bruno, A., & Moutsiana, C. (2008) · Journal of Neurophysiology · doi:10.1152/jn.90963.2008 · Cited by 41 · see citing works
EEG-fMRI reciprocal functional neuroimaging
Yang, L., Liu, Z., & He, B. (2010) · Clinical Neurophysiology · doi:10.1016/j.clinph.2010.02.153 · Cited by 31 · see citing works
Self-citationAlpha rhythm in the cat thalamus.
Chatila, M., Milleret, C., Rougeul, A., & Buser, P. (1993) · PubMed · Cited by 30 · see citing works
Lukashevich, I. P., & Sazonova, O. B. (1997) · PubMed · Cited by 12 · see citing works
Glover (2000) · doi:10.1002/1522-2594(200007)44:1
Flagged first, then by citations
Research works printed but not linked: 1
- Jones EG 2007 The Thalamus Cambridge University Press New York, USA
Cited by
Sorted by citations
Cerebral hierarchies: predictive processing, precision and the pulvinar
Kanai, R., Komura, Y., Shipp, S., & Friston, K. (2015) · Philosophical Transactions of the Royal Society B: Biological Sciences · doi:10.1098/rstb.2014.0169 · Cited by 432 · 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
Self-citationElectrophysiological 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
Self-citationSubcortical evidence for a contribution of arousal to fMRI studies of brain activity
Liu, X., de Zwart, J. A., Schölvinck, M. L., Chang, C., Ye, F. Q., Leopold, D. A., & Duyn, J. H. (2018) · Nature Communications · doi:10.1038/s41467-017-02815-3 · Cited by 235 · see citing works
Self-citationThe many characters of visual alpha oscillations
Clayton, M. S., Yeung, N., & Kadosh, R. C. (2017) · European Journal of Neuroscience · doi:10.1111/ejn.13747 · Cited by 236 · see citing works
Scally, B., Burke, M. R., Bunce, D. J., & Delvenne, J. (2018) · Neurobiology of Aging · doi:10.1016/j.neurobiolaging.2018.07.004 · Cited by 224 · see citing works
Decomposition of spontaneous brain activity into distinct fMRI co-activation patterns
Liu, X., Chang, C. E., & Duyn, J. H. (2013) · Frontiers in Systems Neuroscience · doi:10.3389/fnsys.2013.00101 · Cited by 206 · see citing works
Self-citationBOLD fractional contribution to resting-state functional connectivity above 0.1 Hz
Chen, J. E., & Glover, G. H. (2014) · NeuroImage · doi:10.1016/j.neuroimage.2014.12.012 · Cited by 171 · see citing works
Pulvinar: Associative role in cortical function and clinical correlations
Benarroch, E. E. (2015) · Neurology · doi:10.1212/wnl.0000000000001276 · Cited by 160 · see citing works
Schneider, M., Hathway, P., Leuchs, L., Sämann, P. G., Czisch, M., & Spoormaker, V. I. (2016) · NeuroImage · doi:10.1016/j.neuroimage.2016.06.011 · Cited by 138 · see citing works
Dysfunction of sensory oscillations in Autism Spectrum Disorder
Simon, D. M., & Wallace, M. T. (2016) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2016.07.016 · Cited by 122 · see citing works
Sympathetic activity contributes to the fMRI signal
Özbay, P. S., Chang, C., Picchioni, D., Mandelkow, H., Chappel-Farley, M. G., van Gelderen, P., de Zwart, J. A., & Duyn, J. H. (2019) · Communications Biology · doi:10.1038/s42003-019-0659-0 · Cited by 110 · see citing works
Self-citationBroadband Electrophysiological Dynamics Contribute to Global Resting-State fMRI Signal
Wen, H., & Liu, Z. (2016) · The Journal of Neuroscience · doi:10.1523/jneurosci.0187-16.2016 · Cited by 100 · see citing works
Self-citationShine, J. M., Hearne, L. J., Breakspear, M. J., Hwang, K., Müller, E. J., Sporns, O., Poldrack, R. A., Mattingley, J. B., & Cocchi, L. (2019) · Neuron · doi:10.1016/j.neuron.2019.09.002 · Cited by 91 · see citing works
Thalamus-related anomalies as candidate mechanism-based biomarkers for psychosis
Steullet, P. (2019) · Schizophrenia Research · doi:10.1016/j.schres.2019.05.027 · Cited by 90 · see citing works
Javitt, D. C., Siegel, S. J., Spencer, K., Mathalon, D. H., Hong, L. E., Martı́nez, A., Ehlers, C. L., Abbas, A. I., Teichert, T., Lakatos, P., et al. (2020) · Neuropsychopharmacology · doi:10.1038/s41386-020-0697-9 · Cited by 82 · see citing works
The visual system in eyelid myoclonia with absences
Vaudano, A. E., Ruggieri, A., Tondelli, M., Avanzini, P., Benuzzi, F., Gessaroli, G., Cantalupo, G., Mastrangelo, M., Vignoli, A., Bonaventura, C. D., et al. (2014) · Annals of Neurology · doi:10.1002/ana.24236 · Cited by 81 · see citing works
Martı́nez, A., Tobe, R. H., Dias, E. C., Ardekani, B. A., Veenstra-VanderWeele, J. M., Patel, G. H., Breland, M. M., Lieval, A., Silipo, G. S., & Javitt, D. C. (2019) · Biological Psychiatry · doi:10.1016/j.biopsych.2019.05.016 · Cited by 80 · see citing works
Yin, S., Liu, Y., & Ding, M. (2016) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2016.00364 · Cited by 75 · see citing works
Malekmohammadi, M., Elias, W. J., & Pouratian, N. (2014) · Cerebral Cortex · doi:10.1093/cercor/bht358 · Cited by 72 · see citing works
A temporal sequence of thalamic activity unfolds at transitions in behavioral arousal state
Setzer, B., Fultz, N. E., Gomez, D. E. P., Williams, S. D., Bonmassar, G., Polimeni, J. R., & Lewis, L. D. (2022) · Nature Communications · doi:10.1038/s41467-022-33010-8 · Cited by 71 · see citing works
Pais‐Roldán, P., Takahashi, K., Sobczak, F., Chen, Y., Zhao, X., Zeng, H., Jiang, Y., & Yu, X. (2020) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1909937117 · Cited by 66 · see citing works
The brain dynamics of architectural affordances during transition
Djebbara, Z., Fich, L. B., & Gramann, K. (2021) · Scientific Reports · doi:10.1038/s41598-021-82504-w · Cited by 61 · see citing works
Photosensitive epilepsy is associated with reduced inhibition of alpha rhythm generating networks
Vaudano, A. E., Ruggieri, A., Avanzini, P., Gessaroli, G., Cantalupo, G., Coppola, A., Sisodiya, S. M., & Meletti, S. (2017) · Brain · doi:10.1093/brain/awx009 · Cited by 61 · see citing works
Bacigalupo, F., & Luck, S. J. (2022) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nsac029 · Cited by 58 · see citing works
An orderly sequence of autonomic and neural events at transient arousal changes
Gu, Y., Han, F., Sainburg, L. E., Schade, M. M., Buxton, O. M., Duyn, J. H., & Liu, X. (2022) · NeuroImage · doi:10.1016/j.neuroimage.2022.119720 · Cited by 56 · see citing works
Self-citationGreen, J. J., Boehler, C. N., Roberts, K., Chen, L.-C., Krebs, R. M., Song, A. W., & Woldorff, M. G. (2017) · Journal of Neuroscience · doi:10.1523/jneurosci.0326-17.2017 · Cited by 50 · see citing works
Martı́nez, A., Gaspar, P. A., Hillyard, S. A., Andersen, . K., López‐Calderón, J., Corcoran, C. M., & Javitt, D. C. (2018) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2018.18010072 · Cited by 55 · see citing works
Goldstein, M. R., Peterson, M. J., Sanguinetti, J. L., Tononi, G., & Ferrarelli, F. (2015) · Schizophrenia Research · doi:10.1016/j.schres.2015.06.012 · Cited by 54 · see citing works
Thalamic arousal network disturbances in temporal lobe epilepsy and improvement after surgery
González, H. F. J., Chakravorti, S., Goodale, S. E., Gupta, K., Claassen, D. O., Dawant, B. M., Morgan, V. L., & Englot, D. J. (2019) · Journal of Neurology Neurosurgery & Psychiatry · doi:10.1136/jnnp-2019-320748 · Cited by 51 · see citing works
fMRI-based detection of alertness predicts behavioral response variability
Goodale, S. E., Ahmed, N., Zhao, C. K., de Zwart, J. A., Özbay, P. S., Picchioni, D., Duyn, J. H., Englot, D. J., Morgan, V. L., & Chang, C. E. (2021) · eLife · doi:10.7554/elife.62376 · Cited by 49 · see citing works
Self-citationLaminar Distribution of Phase-Amplitude Coupling of Spontaneous Current Sources and Sinks
Sotero, R. C., Bortel, A. B., Naaman, S., Mocanu, V. M., Kropf, P., Villeneuve, M. Y., & Shmuel, A. (2015) · Frontiers in Neuroscience · doi:10.3389/fnins.2015.00454 · Cited by 47 · see citing works
Left temporal alpha-band activity reflects single word intelligibility
Becker, R., Pefkou, M., Michel, C. M., & Hervais‐Adelman, A. (2013) · Frontiers in Systems Neuroscience · doi:10.3389/fnsys.2013.00121 · Cited by 46 · see citing works
Multimodal EEG-fMRI: advancing insight into large-scale human brain dynamics
Chang, C., & Chen, J. E. (2021) · Current Opinion in Biomedical Engineering · doi:10.1016/j.cobme.2021.100279 · Cited by 45 · see citing works
Characterization of postsurgical functional connectivity changes in temporal lobe epilepsy
Morgan, V. L., Rogers, B. P., González, H. F. J., Goodale, S. E., & Englot, D. J. (2019) · Journal of neurosurgery · doi:10.3171/2019.3.jns19350 · Cited by 42 · see citing works
Prestimulus EEG alpha oscillations modulate task-related fMRI BOLD responses to auditory stimuli
Walz, J. M., Goldman, R. I., Carapezza, M. A., Muraskin, J., Brown, T. R., & Sajda, P. (2015) · NeuroImage · doi:10.1016/j.neuroimage.2015.03.028 · Cited by 40 · see citing works
Discovering frequency sensitive thalamic nuclei from EEG microstate informed resting state fMRI
Schwab, S., Koenig, T. W., Morishima, Y., Dierks, T., Federspiel, A., & Jann, K. (2015) · NeuroImage · doi:10.1016/j.neuroimage.2015.06.001 · Cited by 39 · see citing works
Zotev, V. S., Misaki, M., Phillips, R., Wong, C. K., & Bodurka, J. (2017) · Human Brain Mapping · doi:10.1002/hbm.23902 · Cited by 38 · see citing works
Spurious correlations in simultaneous EEG-fMRI driven by in-scanner movement
Fellner, M.-C., Volberg, G., Mullinger, K. J., Goldhacker, M., Wimber, M., Greenlee, M. W., & Hanslmayr, S. (2016) · NeuroImage · doi:10.1016/j.neuroimage.2016.03.031 · Cited by 34 · see citing works
Forsyth, A., McMillan, R. L., Campbell, D. A., Malpas, G. A., Maxwell, E., SLEIGH, J. W., Dukart, J., Hipp, J. F., & Muthukumaraswamy, S. D. (2018) · Psychopharmacology · doi:10.1007/s00213-018-5064-8 · Cited by 33 · see citing works
Neural oscillations track recovery of consciousness in acute traumatic brain injury patients
Frohlich, J., Crone, J. S., Johnson, M. A., Lutkenhoff, E. S., Spivak, N. M., Dell’Italia, J., Hipp, J. F., Shrestha, V., Tejeda, J. E. R., Real, C. R., et al. (2022) · Human Brain Mapping · doi:10.1002/hbm.25725 · Cited by 33 · see citing works
REM Sleep Microstates in the Human Anterior Thalamus
Simor, P., Szalárdy, O., Gombos, F., Ujma, P. P., Jordán, Z., Halász, L., Erőss, L., Fabó, D., & Bódizs, R. (2021) · Journal of Neuroscience · doi:10.1523/jneurosci.1899-20.2021 · Cited by 32 · see citing works
Resting-state posterior alpha power changes with prolonged exposure in a natural environment
Hopman, R. J., LoTemplio, S. B., Scott, E. E., McKinney, T. L., & Strayer, D. L. (2020) · Cognitive Research Principles and Implications · doi:10.1186/s41235-020-00247-0 · Cited by 31 · see citing works
Synchrony and Complexity in State-Related EEG Networks: An Application of Spectral Graph Theory
Ghaderi, A. H., Baltaretu, B. R., Andevari, M. N., Bharmauria, V., & Balcı, F. (2020) · Neural Computation · doi:10.1162/neco_a_01327 · Cited by 26 · see citing works
Safar, K., Zhang, J., Emami, Z., Gharehgazlou, A., Ibrahim, G. M., & Dunkley, B. T. (2021) · Brain Communications · doi:10.1093/braincomms/fcab044 · Cited by 24 · see citing works
The vagus nerve mediates the stomach-brain coherence in rats
Cao, J., Wang, X., Chen, J., Zhang, N., & Liu, Z. (2022) · NeuroImage · doi:10.1016/j.neuroimage.2022.119628 · Cited by 25 · see citing works
Self-citationMinami, S., Oishi, H., Takemura, H., & Amano, K. (2020) · eNeuro · doi:10.1523/eneuro.0224-19.2020 · Cited by 25 · see citing works
Simor, P., Bogdány, T., Bódizs, R., & Perakakis, P. (2021) · SLEEP · doi:10.1093/sleep/zsab100 · Cited by 25 · see citing works
Mayhew, S. D., & Bagshaw, A. P. (2017) · NeuroImage · doi:10.1016/j.neuroimage.2017.04.051 · Cited by 25 · see citing works
Caffarra, S., Kanopka, K., Kruper, J., Richie-Halford, A., Roy, E. A., Rokem, A., & Yeatman, J. D. (2023) · Journal of Neuroscience · doi:10.1523/jneurosci.0684-23.2023 · Cited by 23 · see citing works
Liu, Z., de Zwart, J. A., Chang, C., Duan, Q., van Gelderen, P., & Duyn, J. H. (2014) · Cerebral Cortex · doi:10.1093/cercor/bht164 · Cited by 22 · see citing works
Self-citationHeritability of alpha and sensorimotor network changes in temporal lobe epilepsy
Yaakub, S. N., Tangwiriyasakul, C., Abela, E., Koutroumanidis, M., Elwes, R. D. C., Barker, G. J., & Richardson, M. P. (2020) · Annals of Clinical and Translational Neurology · doi:10.1002/acn3.51032 · Cited by 21 · see citing works
Ossandón, J., Stange, L., Gudi-Mindermann, H., Rimmele, J. M., Sourav, S., Bottari, D., Kekunnaya, R., & Röder, B. (2023) · NeuroImage · doi:10.1016/j.neuroimage.2023.120171 · Cited by 21 · see citing works
Dawson, D. A., Lam, J., Lewis, L. B., Carbonell, F., Mendola, J. D., & Shmuel, A. (2015) · Brain Connectivity · doi:10.1089/brain.2014.0331 · Cited by 21 · see citing works
The role of delta and theta oscillations during ego-motion in healthy adult volunteers
Ertl, M., zu Eulenburg, P., Woller, M., & Dieterich, M. (2021) · Experimental Brain Research · doi:10.1007/s00221-020-06030-3 · Cited by 18 · see citing works
Qin, Y. F., Zhang, N., Chen, Y., Tan, Y., Dong, L., Xu, P., Guo, D., Zhang, T., Yao, D., & Luo, C. (2020) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2020.3026055 · Cited by 17 · see citing works
Semi-Automatic Segmentation of Optic Radiations and LGN, and Their Relationship to EEG Alpha Waves
Renauld, E., Descoteaux, M., Bernier, M., Garyfallidis, E., & Whittingstall, K. (2016) · PLoS ONE · doi:10.1371/journal.pone.0156436 · Cited by 17 · see citing works
Clark, M., Euler, M. J., King, B. R., Williams, A. M., & Lohse, K. R. (2023) · International Journal of Psychophysiology · doi:10.1016/j.ijpsycho.2023.112272 · Cited by 18 · see citing works
Huang, X., Long, Z., & Lei, X. (2018) · Journal of Neuroscience Methods · doi:10.1016/j.jneumeth.2018.09.017 · Cited by 14 · see citing works
Oscillatory alpha power at rest reveals an independent self: A cross-cultural investigation
Kraus, B. T., Salvador, C. E., Kamikubo, A., Hsiao, N.-C., Hu, J., Karasawa, M., & Kitayama, S. (2021) · Biological Psychology · doi:10.1016/j.biopsycho.2021.108118 · Cited by 15 · see citing works
OZTURK, H., Eraslan, B., & Görür, K. (2025) · Digital Signal Processing · doi:10.1016/j.dsp.2025.105042 · Cited by 15 · see citing works
Investigating the Intersession Reliability of Dynamic Brain-State Properties
Smith, D. M., Zhao, Y., Keilholz, S. D., & Schumacher, E. H. (2018) · Brain Connectivity · doi:10.1089/brain.2017.0571 · Cited by 15 · see citing works
Babiloni, C., Cacciola, E. G., Tucci, F., Vassalini, P., Chilovi, A., Jakhar, D., Musat, A. M., Salvatore, M., Soricelli, A., Stocchi, F., et al. (2024) · Clinical Neurophysiology · doi:10.1016/j.clinph.2024.02.034 · Cited by 14 · see citing works
Sun, J., Yan, J., Zhao, L., Wei, X., Qiu, C., Dong, W., Luo, B., & Zhang, W. (2024) · CNS Neuroscience & Therapeutics · doi:10.1111/cns.70180 · Cited by 14 · see citing works
A Neurophysiological Event of Arousal Modulation May Underlie fMRI-EEG Correlations
Han, F., Gu, Y., & Liu, X. (2019) · Frontiers in Neuroscience · doi:10.3389/fnins.2019.00823 · Cited by 14 · see citing works
Simultaneous EEG-fMRI brain signatures of auditory cue utilization
Scharinger, M., Herrmann, B., Nierhaus, T., & Obleser, J. (2014) · Frontiers in Neuroscience · doi:10.3389/fnins.2014.00137 · Cited by 13 · see citing works
Gundlach, C., Forschack, N., & Müller, M. M. (2023) · Psychophysiology · doi:10.1111/psyp.14244 · Cited by 11 · see citing works
Internal neural states influence the short-term effect of monocular deprivation in human adults
Chen, Y., Gao, Y., He, Z., Sun, Z., Mao, Y., Hess, R. F., Zhang, P., & Zhou, J. (2023) · eLife · doi:10.7554/elife.83815 · Cited by 10 · see citing works
Bucurenciu, I., Staack, A. M., Gharabaghi, A., & Steinhoff, B. J. (2020) · Epilepsia · doi:10.1111/epi.16514 · Cited by 9 · see citing works
Fluctuations in Arousal Correlate with Neural Activity in the Human Thalamus
Iidaka, T. (2021) · Cerebral Cortex Communications · doi:10.1093/texcom/tgab055 · Cited by 7 · see citing works
Oishi, H., Takemura, H., & Amano, K. (2022) · NeuroImage · doi:10.1016/j.neuroimage.2022.119777 · Cited by 8 · see citing works
Wang, C., Kang, M., Li, Z., Li, Y., Guan, M., Zou, Z., Wu, M., Lou, W., & Xu, J. (2020) · Clinical Neurophysiology · doi:10.1016/j.clinph.2020.05.025 · Cited by 7 · see citing works
Pathophysiological insight into transient global amnesia from quantitative electroencephalography
Jung, K., Kang, D.-J., Lee, W., Son, H., Kim, S., & Kang, S. W. (2022) · Neurobiology of Disease · doi:10.1016/j.nbd.2022.105778 · Cited by 6 · see citing works
Валерьевна, Г. Ж., Larionova, E. V., Shmukler, A. B., Horáček, J., & Zaytseva, Y. (2024) · Clinical Neurophysiology · doi:10.1016/j.clinph.2024.03.003 · Cited by 4 · see citing works
Shen, G., Green, H. L., McNamee, M., Franzen, R. E., DiPiero, M. A., Berman, J., Ku, M., Bloy, L., Liu, S., Airey, M., et al. (2025) · Molecular Autism · doi:10.1186/s13229-025-00646-4 · Cited by 4 · see citing works
Real-Time fMRI Neurofeedback with Simultaneous EEG
Zotev, V. S., Mayeli, A., Wong, C. K., & Bodurka, J. (2022) · Springer eBooks · doi:10.1007/978-3-031-07121-8_13 · Cited by 4 · see citing works
Dizaji, A. S., & Hamid Soltanian-zadeh, A. (2017) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/100487 · Cited by 4 · see citing works
INTERSUBJECT VARIABILITY OF THALAMIC ACTIVATION DURING GENERATION OF BERGER’S ALPHA RHYTHM
Rusiniak, M., Lewandowska, M., Pluta, A., Cieśla, K., Wójcik, J., & Wolak, T. P. (2015) · Journal of Hearing Science · doi:10.17430/894573 · Cited by 3 · see citing works
EMOTIONAL BURNOUT AS A MODERATOR OF TV NEWS IMPACT ON YOUNG ADULT AUDIENCE: EEG STUDY
Rizun, V., Havrylets, Y., Тукаєв, С., Khylko, M., & Васильченко, А. В. (2018) · World Science · doi:10.31435/rsglobal_ws/30112018/6237 · Cited by 3 · see citing works
Damaged Relay Station: EEG Neurofeedback Training in Isolated Bilateral Paramedian Thalamic Infarct
Afsar, M., & Rajeswaran, J. (2024) · Neurology India · doi:10.4103/neuroindia.ni_605_20 · Cited by 2 · see citing works
Context-dependent attentional spotlight in pulvinar-V1 interaction
Chen, N., Ai, H., & Lu, X. (2023) · NeuroImage · doi:10.1016/j.neuroimage.2023.120341 · Cited by 2 · see citing works
Jia, L., Xu, Y., Wang, C., Jun, R. E. N., & Wang, J. (2020) · Advances in Psychological Science · doi:10.3724/sp.j.1042.2021.00031 · Cited by 2 · see citing works
Electroencephalography: features of the obtained data and its applicability in psychiatry
Chizhikova, A. A. (2024) · S S Korsakov Journal of Neurology and Psychiatry · doi:10.17116/jnevro202412405131 · Cited by 1 · see citing works
Torner, A. J., Baune, B. T., Folta-Schoofs, K., & Dietrich, D. E. (2024) · Frontiers in Psychology · doi:10.3389/fpsyg.2024.1499446 · Cited by 1 · see citing works
Active avoidance of potential threat is reflected in oscillatory brain activity
Mirifar, A., Stegmann, Y., Engle, H., Teigeler, J., Gamer, M., & Keil, A. (2025) · Scientific Reports · doi:10.1038/s41598-025-27286-1 · Cited by 1 · see citing works
Rhythms of EEG and cognitive processes
Novikova, S. I. (2015) · Journal of Modern Foreign Psychology · Cited by 1 · see citing works
Pulvinar Structure, Circuitry & Function in Primates☆
Shipp, S. D. (2015) · Elsevier eBooks · doi:10.1016/b978-0-12-801238-3.04740-1 · Cited by 1 · see citing works
Multimodal EEG Recordings, Psychometrics and Behavioural Analysis
Boeijinga, P. H. (2015) · Neuropsychobiology · doi:10.1159/000437434 · Cited by 1 · see citing works
Rezazadeh, A., Bui, E., & Wennberg, R. A. (2023) · Seizure · doi:10.1016/j.seizure.2023.07.001 · Cited by 1 · see citing works
Brainwide hemodynamics predict EEG neural rhythms across sleep and wakefulness in humans
Jacob, L. P. L., Bailes, S. M., Williams, S. D., Stringer, C., & Lewis, L. D. (2025) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1013497 · Cited by 1 · see citing works
Discovering frequency sensitive thalamic nuclei from EEG microstate informed resting state fMRIPreprint
Schwab, S. (2020) · doi:10.31219/osf.io/vhdqf · Cited by 1 · see citing works
Csumitta, K. D., Ossowski, A., Gilmore, A. W., Gotts, S. J., & Martin, A. D. (2019) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/687897
Kemmerer, S. K. (2022) · doi:10.26481/dis.20220131sk
Linking neuronal and hemodynamic network signatures in the resting human brainPreprint
Elshahabi, A., Ethofer, T., Lerche, H., van de Velden, D., Wehrl, H. F., la Fougère, C., Braun, C., & Focke, N. K. (2022) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2022.08.28.505586
Clark, M., Euler, M. J., King, B. R., Williams, A. M., & Lohse, K. R. (2023) · SSRN Electronic Journal · doi:10.2139/ssrn.4517780
The Posterior Dominant Rhythm Remains Within Normal Limits in the Microgravity Environment
Kokkinos, V., Koupparis, A. M., Fekete, T., Privman, E., Avin, O., Almagor, O., Shriki, O., & Hadanny, A. (2024) · Brain Sciences · doi:10.3390/brainsci14121194
Electrophysiological biomarkers of concussion in adolescents measured using magnetoencephalography
Kelardashti, N., Zamyadi, R., Sur, J., Johnston, P. R., Gill, P. K., Irvin, A., Hickling, A., Davis, A. L., Ibrahim, G. M., Wheeler, A. L., et al. (2026) · Clinical Neurophysiology · doi:10.1016/j.clinph.2026.2111898
Javitt, D. C., Martı́nez, A., Sehatpour, P., Butler, P. D., Dias, E., Micceri, K., Breland, M. M., & Tobe, R. H. (2026) · Frontiers in Neuroimaging · doi:10.3389/fnimg.2026.1771087
- Authors
- Liu, Z., de Zwart, J. A., Yao, B., van Gelderen, P., Kuo, L.-W., & Duyn, J. H.
- Affiliations
- National Institutes of Health (US)
- Corresponding author
- Liu, Zhongming
- Venue
- NeuroImage
- Publisher
- Elsevier BV
- Published
- 2012-11
- Volume
- 63
- Issue
- 3
- Pages
- 1060-1069
- ISSN
- 1053-8119 (ISSN-L)
- PMC
- PMC3472152
- OpenAlex
- W1996197465
- Cited by
- 104
- References
- 66
- Citations by year
- 2026: 7 · 2025: 4 · 2024: 7 · 2023: 9 · 2022: 10 · 2021: 8 · 2020: 12 · 2019: 8 · 2018: 8 · 2017: 6 · 2016: 7 · 2015: 11 · 2014: 4 · 2013: 3
- FWCI
- 2.95
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- NeuroImage (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institute of Neurological Disorders and Stroke, National Institutes of Health
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural dynamics and brain function
- Life Sciences › Neuroscience › Cognitive Neuroscience › Functional Brain Connectivity Studies
- Life Sciences › Neuroscience › Cognitive Neuroscience › Visual perception and processing mechanisms
- Keywords
- thalamus, BOLD signal, EEG-fMRI correlation, pulvinar, lateral geniculate nucleus, visual thalamus, functional connectivity, eyes-closed state
- MeSH terms
- Alpha Rhythm, Brain Mapping, Humans, Image Interpretation, Computer-Assisted, Magnetic Resonance Imaging, Neural Pathways, Thalamus
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
