Dynamic imaging of ictal oscillations using non-invasive high-resolution EEG
Open accessAbstract
Scalp electroencephalography (EEG) has been established as a major component of the pre-surgical evaluation for epilepsy surgery. However, its ability to localize seizure onset zones (SOZ) has been significantly restricted by its low spatial resolution and indirect correlation with underlying brain activities. Here we report a novel non-invasive dynamic seizure imaging (DSI) approach based upon high-density EEG recordings. This novel approach was particularly designed to image the dynamic changes of ictal rhythmic discharges that evolve through time, space and frequency. This method was evaluated in a group of 8 epilepsy patients and results were rigorously validated using intracranial EEG (iEEG) (n=3) and surgical outcome (n=7). The DSI localized the ictal activity in concordance with surgically resected zones and ictal iEEG recordings in the cohort of patients. The present promising results support the ability to precisely and accurately image dynamic seizure activity from non-invasive measurements. The successful establishment of such a non-invasive seizure imaging modality for surgical evaluation will have a significant impact in the management of medically intractable epilepsy.
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?
Electrophysiological source imaging has been used successfully to localize seizures.
“Furthermore, ESI has been used successfully to localize seizures (82–84).”
From Electrophysiological source imaging: A noninvasive window to brain dynamics (2018) · cites this paper as [83]
The oscillatory nature of seizure-related activity requires spatiotemporal electrophysiological source imaging.
“The oscillatory nature of seizure-related activity requires spatiotemporal ESI (83).”
From Electrophysiological source imaging: A noninvasive window to brain dynamics (2018) · cites this paper as [83]
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
Delorme, A., & Makeig, S. (2004) · Journal of Neuroscience Methods · doi:10.1016/j.jneumeth.2003.10.009 · Cited by 24,371 · see citing works
Hämäläinen, M., Hari, R., Ilmoniemi, R. J., Knuutila, J., & Lounasmaa, O. V. (1993) · Reviews of Modern Physics · doi:10.1103/revmodphys.65.413 · Cited by 4,684 · see citing works
Testing for nonlinearity in time series: the method of surrogate data
Theiler, J. P., Eubank, S., Longtin, A., Galdrikian, B., & Farmer, J. D. (1992) · Physica D Nonlinear Phenomena · doi:10.1016/0167-2789(92)90102-s · Cited by 3,759 · see citing works
Pascual-Marqui, R. D., Michel, C. M., & Lehmann, D. (1994) · International Journal of Psychophysiology · doi:10.1016/0167-8760(84)90014-x · Cited by 2,869 · see citing works
Presurgical evaluation of epilepsy
Rosenow, F. (2001) · Brain · doi:10.1093/brain/124.9.1683 · Cited by 1,678 · see citing works
Jung, T., Makeig, S., Westerfield, M., Townsend, J., Courchesne, E., & B, T. J. S. A. (2000) · Clinical Neurophysiology · doi:10.1016/s1388-2457(00)00386-2 · Cited by 1,326 · see citing works
Multiple dipole modeling and localization from spatio-temporal MEG data
Mosher, J. C., Lewis, P. S., & Leahy, R. M. (1992) · IEEE Transactions on Biomedical Engineering · doi:10.1109/10.141192 · Cited by 1,048 · see citing works
Realistic conductivity geometry model of the human head for interpretation of neuromagnetic data
Hamalainen, M. S., & Sarvas, J. (1989) · IEEE Transactions on Biomedical Engineering · doi:10.1109/10.16463 · Cited by 989 · see citing works
The conductivity of the human skull: results of in vivo and in vitro measurements
Oostendorp, T. F., Delbeke, J., & Stegeman, D. F. (2000) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2000.880100 · Cited by 468 · see citing works
Epileptic source localization with high density EEG: how many electrodes are needed?
Lantz, G., Grave de Peralta, R., Spinelli, L., Seeck, M., & Michel, C. M. (2003) · Clinical Neurophysiology · doi:10.1016/s1388-2457(02)00337-1 · Cited by 413 · see citing works
Electric Dipole Tracing in the Brain by Means of the Boundary Element Method and Its Accuracy
He, B., Musha, T., Okamoto, Y., Homma, S., Nakajima, Y., & Sato, T. (1987) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.1987.326056 · Cited by 334 · see citing works
Self-citationCortical and subcortical networks in human secondarily generalized tonic–clonic seizures
Blumenfeld, H., Varghese, G. I., Purcaro, M. J., Motelow, J. E., Enev, M., McNally, K. A., Levin, A. R., Hirsch, L. J., Tikofsky, R. S., Zubal, I. G., et al. (2009) · Brain · doi:10.1093/brain/awp028 · Cited by 327 · see citing works
The discrete picard condition for discrete ill-posed problems
Hansen, P. C. (1990) · BIT Numerical Mathematics · doi:10.1007/bf01933214 · Cited by 325 · see citing works
Magnetic brain source imaging of focal epileptic activity: a synopsis of 455 cases
Stefan, H. (2003) · Brain · doi:10.1093/brain/awg239 · Cited by 307 · see citing works
An improved boundary element method for realistic volume-conductor modeling
Fuchs, M., Drenckhahn, R., Wischmann, H.-A., & Wagner, M. (1998) · IEEE Transactions on Biomedical Engineering · doi:10.1109/10.704867 · Cited by 299 · see citing works
EEG source localization in focal epilepsy: Where are we now?
Plummer, C., Harvey, A. S., & Cook, M. J. (2007) · Epilepsia · doi:10.1111/j.1528-1167.2007.01381.x · Cited by 252 · see citing works
Spatial sampling and filtering of EEG with spline Laplacians to estimate cortical potentials
Srinivasan, R., Nunez, P. L., Tucker, D. M., Silberstein, R. B., & Cadusch, P. J. (1996) · Brain Topography · doi:10.1007/bf01186911 · Cited by 245 · see citing works
Worrell, G. A., Lagerlund, T. D., Sharbrough, F. W., Brinkmann, B. H., Busacker, N. E., Cicora, K. M., & O'Brien, T. J. (2000) · Brain Topography · doi:10.1023/a:1023407521772 · Cited by 242 · see citing works
Self-citationECoG gamma activity during a language task: differentiating expressive and receptive speech areas
Towle, V. L., Yoon, H., Castelle, M., Edgar, J. C., Biassou, N. M., Frim, D. M., Spire, J., & Kohrman, M. H. (2008) · Brain · doi:10.1093/brain/awn147 · Cited by 233 · see citing works
Evaluation of EEG localization methods using realistic simulations of interictal spikes
Grova, C., Jean Daunizeau, A., Lina, J.-M., Bénar, C., Benali, H., & Gotman, J. (2005) · NeuroImage · doi:10.1016/j.neuroimage.2005.08.053 · Cited by 229 · see citing works
Functional imaging: II. Prediction of epilepsy surgery outcome
Knowlton, R. C., Elgavish, R. A., Bartolucci, A., Ojha, B., Limdi, N. A., Blount, J. P., Burneo, J. G., Hoef, L. V., Paige, A. L., Faught, E., et al. (2008) · Annals of Neurology · doi:10.1002/ana.21419 · Cited by 227 · see citing works
Lai, Y., van Drongelen, W., Ding, L., Hecox, K. E., Towle, V. L., Frim, D. M., & He, B. (2004) · Clinical Neurophysiology · doi:10.1016/j.clinph.2004.08.017 · Cited by 215 · see citing works
Self-citationA Comparison of Magnetoencephalography, MRI, and V‐EEG in Patients Evaluated for Epilepsy Surgery
Wheless, J. W., Willmore, L. J., Breier, J. I., Kataki, M., Smith, J. R., King, D. W., Meador, K. J., Park, Y. D., Loring, D. W., Clifton, G. L., et al. (1999) · Epilepsia · doi:10.1111/j.1528-1157.1999.tb00800.x · Cited by 193 · see citing works
Ictal source analysis: Localization and imaging of causal interactions in humans
Ding, L., Worrell, G. A., Lagerlund, T. D., & He, B. (2007) · NeuroImage · doi:10.1016/j.neuroimage.2006.09.042 · Cited by 183 · see citing works
Self-citation128-Channel EEG Source Imaging in Epilepsy: Clinical Yield and Localization Precision
Michel, C. M., Lantz, G., Spinelli, L., de Peralta, R. G., Landis, T., & Seeck, M. (2004) · Journal of Clinical Neurophysiology · doi:10.1097/00004691-200403000-00001 · Cited by 183 · see citing works
Tyvaert, L., Hawco, C. S., Kobayashi, E., LeVan, P., Dubeau, F., & Gotman, J. (2008) · Brain · doi:10.1093/brain/awn145 · Cited by 171 · see citing works
Effect of epilepsy magnetic source imaging on intracranial electrode placement
Knowlton, R. C., Razdan, S. N., Limdi, N. A., Elgavish, R. A., Killen, J., Blount, J. P., Burneo, J. G., Hoef, L. V., Paige, A. L., Faught, E., et al. (2009) · Annals of Neurology · doi:10.1002/ana.21660 · Cited by 152 · see citing works
Estimation of in vivo brain-to-skull conductivity ratio in humans
Zhang, Y., van Drongelen, W., & He, B. (2006) · Applied Physics Letters · doi:10.1063/1.2398883 · Cited by 143 · see citing works
Self-citationFranaszczuk, P. J., Bergey, G. K., & Kamiński, M. (1994) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(94)90163-5 · Cited by 133 · see citing works
Koessler, L., Bénar, C., Maillard, L. G., Badier, J., Vignal, J. P., Bartoloméi, F., Chauvel, P., & Gavaret, M. (2010) · NeuroImage · doi:10.1016/j.neuroimage.2010.02.067 · Cited by 128 · see citing works
Localizing value of scalp EEG spikes: A simultaneous scalp and intracranial study
Ray, A. K., Tao, J. X., Hawes‐Ebersole, S., & Ebersole, J. S. (2006) · Clinical Neurophysiology · doi:10.1016/j.clinph.2006.09.010 · Cited by 120 · see citing works
Marsh, E. D., Peltzer, B., Brown, M., Wusthoff, C. J., Storm, P. B., Litt, B., & Porter, B. E. (2009) · Epilepsia · doi:10.1111/j.1528-1167.2009.02306.x · Cited by 120 · see citing works
Independent Component Analysis Removing Artifacts in Ictal Recordings
Urrestarazu, E., Iriarte, J., Alegre, M., Valencia, M., Viteri, C., & Artieda, J. (2004) · Epilepsia · doi:10.1111/j.0013-9580.2004.12104.x · Cited by 119 · see citing works
Detecting nonlinearity and phase synchronization with surrogate data
Paluš, M., & Hoyer, D. (1998) · IEEE Engineering in Medicine and Biology Magazine · doi:10.1109/51.731319 · Cited by 118 · see citing works
Does magnetoencephalography add to scalp video-EEG as a diagnostic tool in epilepsy surgery?
Pataraia, E., Simos, P. G., Castillo, E. M., Billingsley, R. L., Sarkari, S., Wheless, J. W., Maggio, V., Maggio, W., Baumgartner, J. E., Swank, P. R., et al. (2004) · Neurology · doi:10.1212/01.wnl.0000115122.81621.fe · Cited by 117 · see citing works
Electroencephalography/functional MRI in human epilepsy: what it currently can and cannot do
Laufs, H., & Duncan, J. S. (2007) · Current Opinion in Neurology · doi:10.1097/wco.0b013e3282202b92 · Cited by 112 · see citing works
Ictal magnetic source imaging as a localizing tool in partial epilepsy
Eliashiv, D. S., Elsas, S., Squires, K. C., Fried, I., & Engel, J. (2002) · Neurology · doi:10.1212/01.wnl.0000032493.83875.0b · Cited by 105 · see citing works
Feasibility of simultaneous intracranial EEG-fMRI in humans: A safety study
Carmichael, D. W., Thornton, J. S., Rodionov, R., Thornton, R., McEvoy, A. W., Ordidge, R. J., Allen, P. J., & Lemieux, L. (2009) · NeuroImage · doi:10.1016/j.neuroimage.2009.07.062 · Cited by 102 · see citing works
Holmes, M. D., Tucker, D. M., Quiring, J., Hakimian, S., Miller, J. W., & Ojemann, J. G. (2010) · Neurosurgery · doi:10.1227/01.neu.0000363721.06177.07 · Cited by 97 · see citing works
Does magnetoencephalography add to scalp video-EEG as a diagnostic tool in epilepsy surgery?
Lüders, H. O., & Iwasaki, M. (2004) · Neurology · doi:10.1212/wnl.63.10.1987 · Cited by 97 · see citing works
Continuous Source Imaging of Scalp Ictal Rhythms in Temporal Lobe Epilepsy
Assaf, B. A., & Ebersole, J. S. (1997) · Epilepsia · doi:10.1111/j.1528-1157.1997.tb01201.x · Cited by 85 · see citing works
A method for determining optimal interelectrode spacing for cerebral topographic mapping
Spitzer, A. R., Cohen, L. G., Fabrikant, J., & Hallett, M. (1989) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(89)90072-2 · Cited by 82 · see citing works
Independent Component Analysis of Ictal EEG in Medial Temporal Lobe Epilepsy
Nam, H., Yim, T. G., Han, S. K., Oh, J., & Lee, S. K. (2002) · Epilepsia · doi:10.1046/j.1528-1157.2002.23501.x · Cited by 80 · see citing works
Merlet, I., & Gotman, J. (2001) · Clinical Neurophysiology · doi:10.1016/s1388-2457(01)00458-8 · Cited by 76 · see citing works
Lantz, G., Michel, C. M., Seeck, M., Blanke, O., Landis, T., & Rosén, I. (1999) · Clinical Neurophysiology · doi:10.1016/s0013-4694(98)00117-5 · Cited by 73 · see citing works
Magnetoencephalography source localization and surgical outcome in temporal lobe epilepsy
Assaf, B. A., Karkar, K. M., Laxer, K. D., Garcia, P. A., Austin, E. J., Barbaro, N. M., & Aminoff, M. J. (2004) · Clinical Neurophysiology · doi:10.1016/j.clinph.2004.04.020 · Cited by 68 · see citing works
Vitikainen, A.-M., Lioumis, P., Paetau, R., Salli, E., Komssi, S., Metsähonkala, L., Paetau, A. E., Kičić, D., Blomstedt, G. C., Valanne, L. K., et al. (2008) · NeuroImage · doi:10.1016/j.neuroimage.2008.12.026 · Cited by 68 · see citing works
Ictal Source Localization in Presurgical Patients With Refractory Epilepsy
Boon, P., D’Havé, M., Vanrumste, B., Hoey, G. V., Vonck, K. E. J., Walleghem, P. V., Caemaert, J., Achten, E., & Reuck, J. D. (2002) · Journal of Clinical Neurophysiology · doi:10.1097/00004691-200210000-00009 · Cited by 67 · see citing works
Ictal Magnetoencephalography in Temporal and Extratemporal Lobe Epilepsy
Assaf, B. A., Karkar, K. M., Laxer, K. D., Garcia, P. A., Austin, E. J., Barbaro, N. M., & Aminoff, M. J. (2003) · Epilepsia · doi:10.1046/j.1528-1157.2003.14303.x · Cited by 63 · see citing works
Revisiting the role of magnetoencephalography in epilepsy
Baumgartner, C., & Pataraia, E. (2006) · Current Opinion in Neurology · doi:10.1097/01.wco.0000218236.44969.67 · Cited by 57 · see citing works
How generalised are secondarily "generalised" tonic clonic seizures?
Schindler, K. A., Leung, H., Lehnertz, K., & ELGER, C. E. (2007) · Journal of Neurology Neurosurgery & Psychiatry · doi:10.1136/jnnp.2006.108753 · Cited by 54 · see citing works
Gevins, A. S. (1993) · Brain Topography · doi:10.1007/bf01128684 · Cited by 51 · see citing works
Space-oriented segmentation and 3-dimensional source reconstruction of ictal EEG patterns
Lantz, G., Michel, C. M., Seeck, M., Blanke, O., Spinelli, L., Thut, G., Landis, T., & Rosén, I. (2001) · Clinical Neurophysiology · doi:10.1016/s1388-2457(01)00479-5 · Cited by 49 · see citing works
Subtraction Ictal SPECT Coregistered to MRI for Seizure Focus Localization in Partial Epilepsy
Brinkmann, B. H., O'Brien, T. J., Mullan, B. P., O’Connor, M. K., Robb, R. A., & So, E. L. (2000) · Mayo Clinic Proceedings · doi:10.4065/75.6.615 · Cited by 40 · see citing works
Self-citationEEG-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-citationSurgery Insight: surgical management of epilepsy
Kuzniecky, R., & Devinsky, O. (2007) · Nature Clinical Practice Neurology · doi:10.1038/ncpneuro0663 · Cited by 30 · see citing works
Source analysis of epileptic discharges using multiple signal classification analysis
Beniczky, S., Oturai, P., Alving, J., Sabers, A., Herning, M., & Fabricius, M. E. (2006) · Neuroreport · doi:10.1097/01.wnr.0000230517.93714.f6 · Cited by 22 · see citing works
Independent component analysis of subdurally recorded occipital seizures
Patel, A. A., Alotaibi, F., Blume, W. T., & Mirsattari, S. M. (2008) · Clinical Neurophysiology · doi:10.1016/j.clinph.2008.07.276 · Cited by 15 · see citing works
Langston, J. W., Forno, L. S., Tetrud, J., Reeves, A. G., Kaplan, J. A., & Karluk, D. (1999) · Annals of Neurology · doi:10.1002/1531-8249(199910)46:4 · Cited by 1 · see citing works
Flagged first, then by citations
Research works printed but not linked: 1
- Minassian BA Otsubo H Weiss S Elliott I Rutka JT Snead OC Magnetoencephalographic localization in pediatric epilepsy surgery: Comparison with invasive intracranial electroencephalography Ann. Neurol 1999 46 4 627 633 10514100
Cited by
Sorted by citations
The standardized EEG electrode array of the IFCN
Seeck, M., Koessler, L., Bast, T., Leijten, F., Michel, C., Baumgartner, C., He, B., & Beniczky, S. (2017) · Clinical Neurophysiology · doi:10.1016/j.clinph.2017.06.254 · Cited by 489 · 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-citationElectrophysiological Brain Connectivity: Theory and Implementation
He, B., Laura Astolfi, A., Valdes-Sosa, P. A., Marinazzo, D., Palva, S., Bénar, C., Michel, C. M., & Koenig, T. W. (2019) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2019.2913928 · Cited by 236 · see citing works
Self-citationCoupling between visual alpha oscillations and default mode activity
Mo, J., Liu, Y., Huang, H., & Ding, M. (2012) · NeuroImage · doi:10.1016/j.neuroimage.2012.11.058 · Cited by 156 · see citing works
Effect of EEG electrode number on epileptic source localization in pediatric patients
Sohrabpour, A., Lu, Y., Kankirawatana, P., Blount, J., Kim, H., & He, B. (2015) · Clinical Neurophysiology · doi:10.1016/j.clinph.2014.05.038 · Cited by 149 · see citing works
Self-citationLehmann, D., Faber, P. L., Tei, S., Pascual-Marqui, R. D., Milz, P., & Kochi, K. (2012) · NeuroImage · doi:10.1016/j.neuroimage.2012.01.042 · Cited by 150 · see citing works
(2019) · Handbook of clinical neurology · doi:10.1016/b978-0-444-64032-1.00006-0 · Cited by 134 · see citing works
Self-citationEEG source imaging in epilepsy—practicalities and pitfalls
Kaiboriboon, K., Lüders, H. O., Hamaneh, M. B., Turnbull, J. P., & Lhatoo, S. D. (2012) · Nature Reviews Neurology · doi:10.1038/nrneurol.2012.150 · Cited by 129 · see citing works
Lascano, A. M., Perneger, T., Vulliémoz, S., Spinelli, L., Garibotto, V., Korff, C. M., Vargas, M. I., Michel, C. M., & Seeck, M. (2015) · Clinical Neurophysiology · doi:10.1016/j.clinph.2015.03.025 · Cited by 119 · see citing works
Sohrabpour, A., Cai, Z., Ye, S., Brinkmann, B. H., Worrell, G. A., & He, B. (2020) · Nature Communications · doi:10.1038/s41467-020-15781-0 · Cited by 115 · see citing works
Self-citationSource localization of ictal epileptic activity based on high‐density scalp EEG data
Nemtsas, P., Birot, G., Pittau, F., Michel, C. M., Schaller, K., Vulliémoz, S., Kimiskidis, V. Κ., & Seeck, M. (2017) · Epilepsia · doi:10.1111/epi.13749 · Cited by 108 · see citing works
The Role of Functional Neuroimaging in Pre-Surgical Epilepsy Evaluation
Pittau, F., Grouiller, F., Spinelli, L., Seeck, M., Michel, C. M., & Vulliémoz, S. (2014) · Frontiers in Neurology · doi:10.3389/fneur.2014.00031 · Cited by 103 · see citing works
Ictal EEG source localization in focal epilepsy: Review and future perspectives
van Mierlo, P., Vorderwülbecke, B. J., Staljanssens, W., Seeck, M., & Vulliémoz, S. (2020) · Clinical Neurophysiology · doi:10.1016/j.clinph.2020.08.001 · Cited by 95 · see citing works
Sun, R., Sohrabpour, A., Worrell, G. A., & He, B. (2022) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2201128119 · Cited by 94 · see citing works
Self-citationSohrabpour, A., Lu, Y., Worrell, G., & He, B. (2016) · NeuroImage · doi:10.1016/j.neuroimage.2016.05.064 · Cited by 89 · see citing works
Self-citationZhang, C. H., Sohrabpour, A., Lu, Y., & He, B. (2016) · Human Brain Mapping · doi:10.1002/hbm.23220 · Cited by 75 · see citing works
Self-citationEEG source connectivity to localize the seizure onset zone in patients with drug resistant epilepsy
Staljanssens, W., Strobbe, G., Holen, R. V., Keereman, V., Gadeyne, S., Carrette, E., Meurs, A., Pittau, F., Momjian, S., Seeck, M., et al. (2017) · NeuroImage Clinical · doi:10.1016/j.nicl.2017.09.011 · Cited by 73 · see citing works
Selection of features for patient-independent detection of seizure events using scalp EEG signals
Yang, S., Li, B., Zhang, Y., Duan, M., Liu, S., Zhang, Y., Feng, X., Tan, R., Huang, L., & Zhou, F. (2020) · Computers in Biology and Medicine · doi:10.1016/j.compbiomed.2020.103671 · Cited by 71 · see citing works
Grand Challenges in Mapping the Human Brain: NSF Workshop Report
He, B., Coleman, T. P., Genin, G. M., Glover, G. H., Hu, X. P., Johnson, N., Liu, T., Makeig, S., Sajda, P., & Ye, K. (2013) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2013.2283970 · Cited by 70 · see citing works
Self-citationHeers, M., Chowdhury, R. A., Hedrich, T., Dubeau, F., Hall, J. A., Lina, J., Grova, C., & Kobayashi, E. (2015) · Brain Topography · doi:10.1007/s10548-014-0423-1 · Cited by 66 · see citing works
Seizure Onset Zone Localization from Ictal High-Density EEG in Refractory Focal Epilepsy
Staljanssens, W., Strobbe, G., Holen, R. V., Birot, G., Gschwind, M., Seeck, M., Vandenberghe, S., Vulliémoz, S., & van Mierlo, P. (2016) · Brain Topography · doi:10.1007/s10548-016-0537-8 · Cited by 66 · see citing works
Sohrabpour, A., Ye, S., Worrell, G. A., Zhang, W., & He, B. (2016) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2016.2616474 · Cited by 59 · see citing works
Self-citationAutomated EEG source imaging: A retrospective, blinded clinical validation study
Baroumand, A. G., van Mierlo, P., Strobbe, G., Pinborg, L. H., Fabricius, M. E., Rubboli, G., Leffers, A.-M., Uldall, P. V., Jespersen, B., Brennum, J., et al. (2018) · Clinical Neurophysiology · doi:10.1016/j.clinph.2018.09.015 · Cited by 61 · see citing works
Localization of epileptogenic zone based on graph analysis of stereo-EEG
Li, Y.-H., Ye, X., Liu, Q., Mao, J.-W., Liang, P.-J., Xu, J., & Zhang, P.-M. (2016) · Epilepsy Research · doi:10.1016/j.eplepsyres.2016.10.021 · Cited by 59 · see citing works
Grahn, P. J., Mallory, G. W., Berry, B. M., Hachmann, J. T., Lobel, D. A., & Luján, J. L. (2014) · Frontiers in Neuroscience · doi:10.3389/fnins.2014.00296 · Cited by 58 · see citing works
Source Connectivity Analysis from MEG and its Application to Epilepsy Source Localization
Dai, Y., Zhang, W., Dickens, D. L., & He, B. (2011) · Brain Topography · doi:10.1007/s10548-011-0211-0 · Cited by 55 · see citing works
Self-citationEEG Mapping and Source Imaging
Michel, C. M., & He, B. (2017) · Oxford University Press eBooks · doi:10.1093/med/9780190228484.003.0045 · Cited by 55 · see citing works
Self-citationBeniczky, S., Lantz, G., Rosenzweig, I., Åkeson, P., Pedersen, B., Pinborg, L. H., Ziebell, M., Jespersen, B., & Fuglsang‐Frederiksen, A. (2013) · Epilepsia · doi:10.1111/epi.12339 · Cited by 54 · see citing works
Mapping Slow Waves by EEG Topography and Source Localization: Effects of Sleep Deprivation
Bersagliere, A., Pascual-Marqui, R. D., Tarokh, L., & Achermann, P. (2017) · Brain Topography · doi:10.1007/s10548-017-0595-6 · Cited by 54 · see citing works
Robust EEG Based Biomarkers to Detect Alzheimer’s Disease
Al-Nuaimi, A. H. H., Blūma, M., Al-Juboori, S., Eke, C. S., Jammeh, E., Sun, L., & Ifeachor, E. (2021) · Brain Sciences · doi:10.3390/brainsci11081026 · Cited by 49 · see citing works
Systems Neuroengineering: Understanding and Interacting with the Brain
Edelman, B. J., Johnson, N., Sohrabpour, A., Tong, S., Thakor, N., & He, B. (2015) · Engineering · doi:10.15302/j-eng-2015078 · Cited by 45 · see citing works
Self-citationAttention Measurement of an Autism Spectrum Disorder User Using EEG Signals: A Case Study
Esqueda-Elizondo, J. J., Juárez‐Ramírez, R., López-Bonilla, O. R., García-Guerrero, E. E., Galindo-Aldana, G., Jiménez-Beristáin, L., Serrano-Trujillo, A., Tlelo‐Cuautle, E., & Inzunza-González, E. (2022) · Mathematical and Computational Applications · doi:10.3390/mca27020021 · Cited by 48 · see citing works
Zhong, X.-C., Wang, Q., Liu, D., Liao, J.-X., Yang, R., Duan, S., Ding, G., & Sun, J. (2023) · Computers in Biology and Medicine · doi:10.1016/j.compbiomed.2023.107235 · Cited by 47 · see citing works
Noninvasive Imaging of the High Frequency Brain Activity in Focal Epilepsy Patients
Lu, Y., Worrell, G. A., Zhang, H. C., Yang, L., Brinkmann, B. H., Nelson, C. L., & He, B. (2014) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2013.2297332 · Cited by 47 · see citing works
Self-citationZhang, C. H., Sha, Z., Mundahl, J., Liu, S., Lu, Y., Henry, T. R., & He, B. (2015) · NeuroImage Clinical · doi:10.1016/j.nicl.2015.07.014 · Cited by 45 · see citing works
Self-citationEpileptogenic Source Imaging Using Cross-Frequency Coupled Signals From Scalp EEG
Li, C., Jacobs, D., Hilton, T., del Campo, M., Chinvarun, Y., Carlen, P. L., & Bardakjian, B. L. (2016) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2016.2613936 · Cited by 41 · see citing works
Functional connectivity analysis in EEG source space: The choice of method
Barzegaran, E., & Knyazeva, M. G. (2017) · PLoS ONE · doi:10.1371/journal.pone.0181105 · Cited by 41 · see citing works
Lateralization and localization of epilepsy related hemodynamic foci using presurgical fMRI
Zhang, C. H., Lu, Y., Brinkmann, B. H., Welker, K. M., Worrell, G. A., & He, B. (2014) · Clinical Neurophysiology · doi:10.1016/j.clinph.2014.04.011 · Cited by 37 · see citing works
Self-citationDynamic imaging of seizure activity in pediatric epilepsy patients
Lu, Y., Yang, L., Worrell, G. A., Brinkmann, B., Nelson, C., & He, B. (2012) · Clinical Neurophysiology · doi:10.1016/j.clinph.2012.04.021 · Cited by 32 · see citing works
Self-citationResponses of functional brain networks while watching 2D and 3D videos: An EEG study
Yu, M., Li, Y., & Tian, F. (2021) · Biomedical Signal Processing and Control · doi:10.1016/j.bspc.2021.102613 · Cited by 29 · see citing works
EEG source imaging during two Qigong meditations
Faber, P. L., Lehmann, D., Tei, S., Tsujiuchi, T., Kumano, H., Pascual-Marqui, R. D., & Kochi, K. (2012) · Cognitive Processing · doi:10.1007/s10339-012-0441-4 · Cited by 28 · see citing works
Ye, S., Yang, L., Lu, Y., Kucewicz, M. T., Brinkmann, B. H., Nelson, C., Sohrabpour, A., Worrell, G. A., & He, B. (2020) · Neurology · doi:10.1212/wnl.0000000000011109 · Cited by 28 · see citing works
Self-citationCoronel‐Oliveros, C., González-Gómez, R., Ranasinghe, K. G., Sainz‐Ballesteros, A., Legaz, A., Fittipaldi, S., Cruzat, J., Herzog, R. A., Yener, G., Parra, M. A., et al. (2024) · Alzheimer s & Dementia · doi:10.1002/alz.13788 · Cited by 27 · see citing works
Electrophysiological Mapping and Neuroimaging
He, B., & Ding, L. (2013) · Neural Engineering · doi:10.1007/978-1-4614-5227-0_12 · Cited by 26 · see citing works
Self-citationEEG source imaging of epileptic activity at seizure onset
Kuo, C., Tucker, D. M., Luu, P., Jenson, K., Tsai, J. J., Ojemann, J. G., & Holmes, M. D. (2018) · Epilepsy Research · doi:10.1016/j.eplepsyres.2018.07.006 · Cited by 24 · see citing works
Ictal EEG Source Imaging for Presurgical Evaluation of Refractory Focal Epilepsy
Habib, M. A., Ibrahim, F., Mohktar, M. S., Kamaruzzaman, S. B., Rahmat, K., & Lim, K. S. (2015) · World Neurosurgery · doi:10.1016/j.wneu.2015.10.096 · Cited by 18 · see citing works
Seizure localization using three-dimensional surface projections of intracranial EEG power
Lee, H. W., Youngblood, M. W., Farooque, P., Han, X., Jhun, S., Chen, W. C., Goncharova, I., Vives, K. P., Spencer, D. D., Zaveri, H. P., et al. (2013) · NeuroImage · doi:10.1016/j.neuroimage.2013.07.010 · Cited by 18 · see citing works
Bradley, C., Bastuji, H., & Garcı́a-Larrea, L. (2017) · Human Brain Mapping · doi:10.1002/hbm.23812 · Cited by 17 · see citing works
Automatic ictal onset source localization in presurgical epilepsy evaluation
Koren, J. P., Gritsch, G., Pirker, S., Herta, J., Perko, H., Kluge, T., & Baumgartner, C. (2018) · Clinical Neurophysiology · doi:10.1016/j.clinph.2018.03.020 · Cited by 17 · see citing works
Bandarabadi, M., Gast, H., Rummel, C., Bassetti, C. L., Adamantidis, A., Schindler, K. A., & Zubler, F. (2019) · Frontiers in Neurology · doi:10.3389/fneur.2019.01132 · Cited by 16 · see citing works
Wang, D., Liu, Z., Tao, Y., Chen, W., Chen, B., Wang, Q., Yan, X., & Wang, G. (2021) · IEEE Transactions on Neural Systems and Rehabilitation Engineering · doi:10.1109/tnsre.2021.3064665 · Cited by 17 · see citing works
Habib, M. A., Ibrahim, F., Mohktar, M. S., Kamaruzzaman, S. B., & Lim, K. S. (2019) · Clinical Neurophysiology · doi:10.1016/j.clinph.2019.11.058 · Cited by 15 · see citing works
Electrophysiological Mapping and Source Imaging
He, B., Ding, L., & Sohrabpour, A. (2020) · Springer eBooks · doi:10.1007/978-3-030-43395-6_13 · Cited by 15 · see citing works
Self-citationVillalon, S. M., Makhalova, J., López‐Madrona, V. J., Garnier, E. M., Badier, J., Bartoloméi, F., & Bénar, C. (2024) · Scientific Reports · doi:10.1038/s41598-024-54359-4 · Cited by 13 · see citing works
Effect of Sensor Density on eLORETA Source Localization Accuracy
Dattola, S., Foresta, F. L., Bonanno, L., Salvo, S. D., Mammone, N., Marino, S., & Morabito, F. C. (2019) · Smart innovation, systems and technologies · doi:10.1007/978-981-13-8950-4_36 · Cited by 13 · see citing works
Feng, R., Hu, J., Wu, J., Lang, L., Ma, C., Sun, B., Gu, X., & Pan, L. (2018) · Seizure · doi:10.1016/j.seizure.2018.05.009 · Cited by 13 · see citing works
Combined EMD-sLORETA Analysis of EEG Data Collected during a Contour Integration Task
Al-Subari, K., Al-Baddai, S., Tomé, A. M., Volberg, G., Ludwig, B., & Lang, E. W. (2016) · PLoS ONE · doi:10.1371/journal.pone.0167957 · Cited by 12 · see citing works
SIFNet: Electromagnetic Source Imaging Framework Using Deep Neural NetworksPreprint
Sun, R., Sohrabpour, A., Ye, S., & He, B. (2020) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2020.05.11.089185 · Cited by 12 · see citing works
Self-citationA Weighted Approach for Sparse Signal Support Estimation with Application to EEG Source Localization
Hilli, A. A., Najafizadeh, L., & Petropulu, A. P. (2017) · IEEE Transactions on Signal Processing · doi:10.1109/tsp.2017.2752690 · Cited by 11 · see citing works
Jiang, X., Ye, S., Sohrabpour, A., Bagic, A. I., & He, B. (2021) · NeuroImage Clinical · doi:10.1016/j.nicl.2021.102903 · Cited by 11 · see citing works
Self-citationSun, R., Sohrabpour, A., Joseph, B., Worrell, G. A., & He, B. (2024) · Advanced Science · doi:10.1002/advs.202405246 · Cited by 9 · see citing works
Self-citationLiu, Y., Wang, Y., & Wang, T. (2025) · Bioengineering · doi:10.3390/bioengineering12050443 · Cited by 9 · see citing works
López‐Madrona, V. J., Villalon, S. M., Velmurugan, J., Semeux-Bernier, A., Garnier, E. M., Badier, J., Schön, D., & Bénar, C. (2023) · NeuroImage · doi:10.1016/j.neuroimage.2023.119905 · Cited by 9 · see citing works
Improving surgical outcome with electric source imaging and high field magnetic resonance imaging
Saute, R. L., Peixoto-Santos, J. E., Velasco, T. R., & Leite, J. P. (2021) · Seizure · doi:10.1016/j.seizure.2021.02.006 · Cited by 7 · see citing works
de Borman, A., Vespa, S., Absil, P.-A., & Tahry, R. E. (2022) · Journal of Neural Engineering · doi:10.1088/1741-2552/ac55ad · Cited by 6 · see citing works
Mapping epileptogenic brain using a unified spatial–temporal–spectral source imaging framework
Jiang, X., Cai, Z., Gonsisko, C. B., Worrell, G. A., & He, B. (2025) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2510015122 · Cited by 6 · see citing works
Self-citationGonsisko, C. B., Cai, Z., Jiang, X., Duque-Lopez, A., Worrell, G. A., & He, B. (2024) · Epilepsia · doi:10.1111/epi.18141 · Cited by 6 · see citing works
Self-citationEstimating underlying neuronal activity from EEG using an iterative sparse technique
Sohrabpour, A., Lu, Y., & He, B. (2015) · Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) · doi:10.1109/embc.2015.7318442 · Cited by 6 · see citing works
Self-citationErem, B., Hyde, D. E., Peters, J. M., Duffy, F. H., & Warfield, S. K. (2016) · IEEE Transactions on Medical Imaging · doi:10.1109/tmi.2016.2595329 · Cited by 6 · see citing works
Disentanglement of Resting State Brain Networks for Localizing Epileptogenic Zone in Focal Epilepsy
Ye, S., Bagic, A. I., & He, B. (2023) · Brain Topography · doi:10.1007/s10548-023-01025-z · Cited by 7 · see citing works
Self-citationHe, Q., & Pursiainen, S. (2021) · Cognitive Systems Research · doi:10.1016/j.cogsys.2020.08.006 · Cited by 6 · see citing works
Knowlton, R. C. (2024) · Journal of Clinical Neurophysiology · doi:10.1097/wnp.0000000000001033 · Cited by 5 · see citing works
Imaging epileptogenic brain using high density EEG source imaging and MRI
He, B., & Sohrabpour, A. (2015) · Clinical Neurophysiology · doi:10.1016/j.clinph.2015.04.074 · Cited by 5 · see citing works
Self-citationNeurofunctional Correlates of the Tip-of-the-Tongue State
Dı́az, F., Lindı́n, M., Galdo‐Álvarez, S., & Buján, A. (2014) · Cambridge University Press eBooks · doi:10.1017/cbo9781139547383.010 · Cited by 5 · see citing works
Chan, H.-L., Chen, L., Chen, I.-T., & Chen, Y. (2015) · NeuroImage · doi:10.1016/j.neuroimage.2015.03.038 · Cited by 5 · see citing works
Cortical Source Localization in EEG Frequency Analysis
Xie, W., & Richards, J. E. (2022) · Oxford University Press eBooks · doi:10.1093/oxfordhb/9780192898340.013.16 · Cited by 4 · see citing works
Localization of epileptic foci based on scalp EEG and approximate entropy
Zhen, Z., Zhou, Y., Mei, T., Chen, Z., Zhou, Y., Du, S., & Tian, X. (2013) · International Conference on Biomedical Engineering and Informatics (BMEI) · doi:10.1109/bmei.2013.6746941 · Cited by 4 · see citing works
Kim, B. Y., Kim, H.-J., Nam, H., Choi, E. J., Hong, S. H., & Koo, Y. S. (2025) · Seizure · doi:10.1016/j.seizure.2025.05.010 · Cited by 3 · see citing works
The performance of the spatiotemporal Kalman filter and LORETA in seizure onset localization
Hamid, L., Sarabi, M., Japaridze, N., Wiegand, G., Heute, U., Stephani, U., Galka, A., & Siniatchkin, M. (2015) · Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) · doi:10.1109/embc.2015.7318959 · Cited by 3 · see citing works
Sustained thermal pain modulates spontaneous sensorimotor rhythms
Zhang, H., Lu, Y., & He, B. (2013) · Journal of Pain · doi:10.1016/j.jpain.2013.01.542 · Cited by 2 · see citing works
Self-citationSun, R., Sohrabpour, A., Joseph, B., Worrell, G. A., & He, B. (2023) · medRxiv · doi:10.1101/2023.11.30.23299218 · Cited by 2 · see citing works
Self-citationHigh-density EEG and source analysis: Principles, recent progress and applications in children
Wallois, F., & Bourel‐Ponchel, E. (2015) · Journal of Pediatric Epilepsy · doi:10.3233/pep-13041 · Cited by 1 · see citing works
Sustained thermal pain modulates spontaneous sensorimotor rhythms
Zhang, C. H., Lu, Y., & He, B. (2013) · International IEEE/EMBS Conference on Neural Engineering · doi:10.1109/ner.2013.6696045 · Cited by 1 · see citing works
Self-citationDynamic seizure imaging in patients with extratemporal lobe epilepsy
Lu, Y., Yang, L., Worrell, G. A., Brinkmann, B. H., Nelson, C., & He, B. (2012) · Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) · doi:10.1109/embc.2012.6347417 · Cited by 1 · see citing works
Self-citationEEG source imaging and connectivity analysis in epilepsy patients
Lu, Y., Worrell, G. A., Zhang, H. C., Sohrabpour, A., & He, B. (2013) · Asilomar Conference on Signals, Systems and Computers (ACSSC) · doi:10.1109/acssc.2013.6810395 · Cited by 1 · see citing works
Self-citationBeniczky, S., & Sharma, P. (2018) · Clinical Epileptology · doi:10.1007/s10309-018-0184-z · Cited by 1 · see citing works
Sohrabpour, A., Lu, Y., Worrell, G. A., & He, B. (2016) · Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) · doi:10.1109/embc.2016.7590652
Self-citationNoninvasive Functional Neuroimaging of Electrophysiological Brain Activities in Epilepsy Patients
Lu, Y. (2014) · University of Minnesota Digital Conservancy (University of Minnesota)
Ictal source localization from intracranial recordings
Cai, Z., & He, B. (2022) · Clinical Neurophysiology · doi:10.1016/j.clinph.2022.09.013
Self-citationDiagnosis of schizophrenia using an extended multivariate autoregressive model for EEGs
Torabi, A., Reilly, J. P., & MacCrimmon, D. J. (2024) · Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) · doi:10.1109/embc53108.2024.10782941
Performance of blind source separation in localizing seizure onset from routine scalp-EEG
Benoit, J. B., Villalon, S. M., Lagarde, S., Thomas, P., Bénar, C., & Bartoloméi, F. (2025) · Journal of Neurology · doi:10.1007/s00415-025-13489-z
Functional Neuroimaging of Electrophysiological Rhythms in Pathological and Normal Brains
Yang, L. (2012) · University of Minnesota Digital Conservancy (University of Minnesota)
Self-citation
- Authors
- Yang, L., Wilke, C., Brinkmann, B., Worrell, G. A., & He, B.
- Affiliations
- University of Minnesota (US)
- Mayo Clinic (US)
- Corresponding author
- He, Bin
- Venue
- NeuroImage
- Publisher
- Elsevier BV
- Published
- 2011-06
- Volume
- 56
- Issue
- 4
- Pages
- 1908-1917
- ISSN
- 1053-8119 (ISSN-L)
- PMC
- PMC3359824
- OpenAlex
- W2078653879
- Cited by
- 93
- References
- 59
- Citations by year
- 2025: 4 · 2024: 6 · 2023: 4 · 2022: 5 · 2021: 7 · 2020: 6 · 2019: 5 · 2018: 6 · 2017: 8 · 2016: 9 · 2015: 10 · 2014: 7 · 2013: 7 · 2012: 8
- FWCI
- 5.03
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- NeuroImage (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- NIH (RO1 EB007920, RO1 EB006433)
- NSF (CBET-0933067)
- Topics
- Health Sciences › Medicine › Psychiatry and Mental health › Epilepsy research and treatment
- Life Sciences › Neuroscience › Cognitive Neuroscience › EEG and Brain-Computer Interfaces
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural dynamics and brain function
- Keywords
- seizure onset zone localization, epilepsy surgery, high-density EEG, drug-resistant epilepsy, preoperative assessment
- MeSH terms
- Adult, Brain, Electroencephalography, Female, Humans, Male, Preoperative Care, Seizures, Signal Processing, Computer-Assisted
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