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Cai C, Hinkley L, Gao Y, Hashemi A, Haufe S, Sekihara K, Nagarajan SS. Empirical Bayesian localization of event-related time-frequency neural activity dynamics. Neuroimage 2022; 258:119369. [PMID: 35700943 PMCID: PMC10411635 DOI: 10.1016/j.neuroimage.2022.119369] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2022] [Revised: 04/21/2022] [Accepted: 06/09/2022] [Indexed: 11/20/2022] Open
Abstract
Accurate reconstruction of the spatio-temporal dynamics of event-related cortical oscillations across human brain regions is an important problem in functional brain imaging and human cognitive neuroscience with magnetoencephalography (MEG) and electroencephalography (EEG). The problem is challenging not only in terms of localization of complex source configurations from sensor measurements with unknown noise and interference but also for reconstruction of transient event-related time-frequency dynamics of cortical oscillations. We recently proposed a robust empirical Bayesian algorithm for simultaneous reconstruction of complex brain source activity and noise covariance, in the context of evoked and resting-state data. In this paper, we expand upon this empirical Bayesian framework for optimal reconstruction of event-related time-frequency dynamics of regional cortical oscillations, referred to as time-frequency Champagne (TFC). This framework enables imaging of five-dimensional (space, time, and frequency) event-related brain activity from M/EEG data, and can be viewed as a time-frequency optimized adaptive Bayesian beamformer. We evaluate TFC in both simulations and several real datasets, with comparisons to benchmark standards - variants of time-frequency optimized adaptive beamformers (TFBF) as well as the sLORETA algorithm. In simulations, we demonstrate several advantages in estimating time-frequency cortical oscillatory dynamics compared to benchmarks. With real MEG data, we demonstrate across many datasets that the proposed approach is robust to highly correlated brain activity and low SNR data, and is able to accurately reconstruct cortical dynamics with data from just a few epochs.
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Affiliation(s)
- Chang Cai
- National Engineering Research Center for E-Learning, Central China Normal University, Wuhan, China; Department of Radiology and Biomedical Imaging, University of California, San Francisco, CA 94143-0628, United States.
| | - Leighton Hinkley
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, CA 94143-0628, United States
| | - Yijing Gao
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, CA 94143-0628, United States
| | - Ali Hashemi
- Berlin Center for Advanced Neuroimaging, Charité Universitätsmedizin Berlin, Berlin, Germany; Machine Learning Group, Electrical Engineering and Computer Science Faculty, Technische Universität Berlin, Germany; Institut für Mathematik, Technische Universität Berlin, Germany
| | - Stefan Haufe
- Berlin Center for Advanced Neuroimaging, Charité Universitätsmedizin Berlin, Berlin, Germany; Bernstein Center for Computational Neuroscience Berlin, Berlin, Germany
| | - Kensuke Sekihara
- Department of Advanced Technology in Medicine, Tokyo Medical and Dental University, 1-5-45 Yushima, Bunkyo-ku, Tokyo 113-8519, Japan; Signal Analysis Inc., Hachioji, Tokyo, Japan
| | - Srikantan S Nagarajan
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, CA 94143-0628, United States.
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Disbrow EA, Glassy ND, Dressler EM, Russo K, Franz EA, Turner RS, Ventura MI, Hinkley L, Zweig R, Nagarajan SS, Ledbetter CR, Sigvardt KA. Cortical oscillatory dysfunction in Parkinson disease during movement activation and inhibition. PLoS One 2022; 17:e0257711. [PMID: 35245294 PMCID: PMC8896690 DOI: 10.1371/journal.pone.0257711] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2020] [Accepted: 09/08/2021] [Indexed: 12/27/2022] Open
Abstract
Response activation and inhibition are functions fundamental to executive control that are disrupted in Parkinson disease (PD). We used magnetoencephalography to examine event related changes in oscillatory power amplitude, peak latency and frequency in cortical networks subserving these functions and identified abnormalities associated with PD. Participants (N = 18 PD, 18 control) performed a cue/target task that required initiation of an un-cued movement (activation) or inhibition of a cued movement. Reaction times were variable but similar across groups. Task related responses in gamma, alpha, and beta power were found across cortical networks including motor cortex, supplementary and pre- supplementary motor cortex, posterior parietal cortex, prefrontal cortex and anterior cingulate. PD-related changes in power and latency were noted most frequently in the beta band, however, abnormal power and delayed peak latency in the alpha band in the pre-supplementary motor area was suggestive of a compensatory mechanism. PD peak power was delayed in pre-supplementary motor area, motor cortex, and medial frontal gyrus only for activation, which is consistent with deficits in un-cued (as opposed to cued) movement initiation characteristic of PD.
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Affiliation(s)
- Elizabeth A. Disbrow
- LSU Health Shreveport Center for Brain Health, Shreveport, Louisiana, United States of America
- Department of Neurology, LSU Health Shreveport, Shreveport, Louisiana, United States of America
- * E-mail:
| | - Nathaniel D. Glassy
- LSU Health Shreveport Center for Brain Health, Shreveport, Louisiana, United States of America
| | - Elizabeth M. Dressler
- LSU Health Shreveport Center for Brain Health, Shreveport, Louisiana, United States of America
| | - Kimberley Russo
- Department of Psychology, UC Berkeley, Berkeley, California, United States of America
| | - Elizabeth A. Franz
- Action Brain and Cognition Laboratory, Department of Psychology, and fMRIotago, University of Otago, Dunedin, New Zealand
| | - Robert S. Turner
- Department of Neurobiology and Center for the Neural Basis of Cognition University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America
| | - Maria I. Ventura
- Department of Psychiatry, UC Davis, Sacramento, California, United States of America
| | - Leighton Hinkley
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, California, United States of America
| | - Richard Zweig
- LSU Health Shreveport Center for Brain Health, Shreveport, Louisiana, United States of America
- Department of Neurology, LSU Health Shreveport, Shreveport, Louisiana, United States of America
| | - Srikantan S. Nagarajan
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, California, United States of America
| | - Christina R. Ledbetter
- LSU Health Shreveport Center for Brain Health, Shreveport, Louisiana, United States of America
- Department of Neurosurgery, LSU Health Shreveport, Shreveport, Louisiana, United States of America
| | - Karen A. Sigvardt
- Department of Neurology, UC Davis, Sacramento, California, United States of America
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Dreyer AM, Rieger JW. High-gamma mirror activity patterns in the human brain during reach-to-grasp movement observation, retention, and execution-An MEG study. PLoS One 2021; 16:e0260304. [PMID: 34855777 PMCID: PMC8639081 DOI: 10.1371/journal.pone.0260304] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2021] [Accepted: 11/06/2021] [Indexed: 11/19/2022] Open
Abstract
While the existence of a human mirror neuron system is evident, the involved brain areas and their exact functional roles remain under scientific debate. A number of functionally different mirror neuron types, neurons that selectively respond to specific grasp phases and types for example, have been reported with single cell recordings in monkeys. In humans, spatially limited, intracranially recorded electrophysiological signals in the high-gamma (HG) range have been used to investigate the human mirror system, as they are associated with spiking activity in single neurons. Our goal here is to complement previous intracranial HG studies by using magnetoencephalography to record HG activity simultaneously from the whole head. Participants performed a natural reach-to-grasp movement observation and delayed imitation task with different everyday objects and grasp types. This allowed us to characterize the spatial organization of cortical areas that show HG-activation modulation during movement observation (mirroring), retention (mnemonic mirroring), and execution (motor control). Our results show mirroring related HG modulation patterns over bilateral occipito-parietal as well as sensorimotor areas. In addition, we found mnemonic mirroring related HG modulation over contra-lateral fronto-temporal areas. These results provide a foundation for further human mirror system research as well as possible target areas for brain-computer interface and neurorehabilitation approaches.
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Affiliation(s)
- Alexander M. Dreyer
- Department of Psychology, Carl von Ossietzky University Oldenburg, Oldenburg, Germany
| | - Jochem W. Rieger
- Department of Psychology, Carl von Ossietzky University Oldenburg, Oldenburg, Germany
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4
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Blohm G, Alikhanian H, Gaetz W, Goltz H, DeSouza J, Cheyne D, Crawford J. Neuromagnetic signatures of the spatiotemporal transformation for manual pointing. Neuroimage 2019; 197:306-319. [DOI: 10.1016/j.neuroimage.2019.04.074] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2018] [Revised: 03/28/2019] [Accepted: 04/27/2019] [Indexed: 11/29/2022] Open
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Traut T, Sardesh N, Bulubas L, Findlay A, Honma SM, Mizuiri D, Berger MS, Hinkley LB, Nagarajan SS, Tarapore PE. MEG imaging of recurrent gliomas reveals functional plasticity of hemispheric language specialization. Hum Brain Mapp 2018; 40:1082-1092. [PMID: 30549134 DOI: 10.1002/hbm.24430] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2018] [Revised: 10/04/2018] [Accepted: 10/05/2018] [Indexed: 11/09/2022] Open
Abstract
In patients with gliomas, changes in hemispheric specialization for language determined by magnetoencephalography (MEG) were analyzed to elucidate the impact of treatment and tumor recurrence on language networks. Demonstration of reorganization of language networks in these patients has significant implications on the prevention of postoperative functional loss and recovery. Whole-brain activity during an auditory verb generation task was estimated from MEG recordings in a group of 73 patients with recurrent gliomas. Hemisphere of language dominance was estimated using the language laterality index (LI), a measure derived from the task. The initial scan was performed prior to resection; patients subsequently underwent surgery and adjuvant treatment. A second scan was performed upon recurrence prior to repeat resection. The relationship between the shift in LI between scans and demographics, anatomic location, pathology, and adjuvant treatment was analyzed. Laterality shifts were observed between scans; the median percent change was 29.1% across all patients. Laterality shift magnitude and relative direction were associated with the initial position of language dominance; patients with increased lateralization experienced greater shifts than those presenting more bilateral representation. A change in LI from left or right to bilateral (or vice versa) occurred in 23.3% of patients; complete switch occurred in 5.5% of patients. Patients with tumors within the language-dominant hemisphere experienced significantly greater shifts than those with contralateral tumors. The majority of patients with glioma experience shifts in language network organization over time which correlate with the relative position of language lateralization and tumor location.
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Affiliation(s)
- Tavish Traut
- Biomagnetic Imaging Lab, Department of Radiology and Biomedical Imaging, University of California, San Francisco (UCSF), San Francisco, California
| | - Nina Sardesh
- Biomagnetic Imaging Lab, Department of Radiology and Biomedical Imaging, University of California, San Francisco (UCSF), San Francisco, California
| | - Lucia Bulubas
- Biomagnetic Imaging Lab, Department of Radiology and Biomedical Imaging, University of California, San Francisco (UCSF), San Francisco, California.,Department of Neurosurgery, Klinikum Rechts der Isar, TU München, Munich, Germany.,TUM-Neuroimaging Center, Klinikum Rechts der Isar, TU München, Munich, Germany
| | - Anne Findlay
- Biomagnetic Imaging Lab, Department of Radiology and Biomedical Imaging, University of California, San Francisco (UCSF), San Francisco, California
| | - Susanne M Honma
- Biomagnetic Imaging Lab, Department of Radiology and Biomedical Imaging, University of California, San Francisco (UCSF), San Francisco, California
| | - Danielle Mizuiri
- Biomagnetic Imaging Lab, Department of Radiology and Biomedical Imaging, University of California, San Francisco (UCSF), San Francisco, California
| | - Mitchel S Berger
- Department of Neurological Surgery, University of California, San Francisco (UCSF), San Francisco, California
| | - Leighton B Hinkley
- Biomagnetic Imaging Lab, Department of Radiology and Biomedical Imaging, University of California, San Francisco (UCSF), San Francisco, California
| | - Srikantan S Nagarajan
- Biomagnetic Imaging Lab, Department of Radiology and Biomedical Imaging, University of California, San Francisco (UCSF), San Francisco, California
| | - Phiroz E Tarapore
- Biomagnetic Imaging Lab, Department of Radiology and Biomedical Imaging, University of California, San Francisco (UCSF), San Francisco, California.,Department of Neurological Surgery, University of California, San Francisco (UCSF), San Francisco, California
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6
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Di Russo F, Berchicci M, Bozzacchi C, Perri R, Pitzalis S, Spinelli D. Beyond the “Bereitschaftspotential”: Action preparation behind cognitive functions. Neurosci Biobehav Rev 2017; 78:57-81. [DOI: 10.1016/j.neubiorev.2017.04.019] [Citation(s) in RCA: 97] [Impact Index Per Article: 13.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2016] [Revised: 04/13/2017] [Accepted: 04/19/2017] [Indexed: 01/22/2023]
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7
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Sayegh PF, Gorbet DJ, Hawkins KM, Hoffman KL, Sergio LE. The Contribution of Different Cortical Regions to the Control of Spatially Decoupled Eye-Hand Coordination. J Cogn Neurosci 2017; 29:1194-1211. [PMID: 28253075 DOI: 10.1162/jocn_a_01111] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
Our brain's ability to flexibly control the communication between the eyes and the hand allows for our successful interaction with the objects located within our environment. This flexibility has been observed in the pattern of neural responses within key regions of the frontoparietal reach network. More specifically, our group has shown how single-unit and oscillatory activity within the dorsal premotor cortex (PMd) and the superior parietal lobule (SPL) change contingent on the level of visuomotor compatibility between the eyes and hand. Reaches that involve a coupling between the eyes and hand toward a common spatial target display a pattern of neural responses that differ from reaches that require eye-hand decoupling. Although previous work examined the altered spiking and oscillatory activity that occurs during different types of eye-hand compatibilities, they did not address how each of these measures of neurological activity interacts with one another. Thus, in an effort to fully characterize the relationship between oscillatory and single-unit activity during different types of eye-hand coordination, we measured the spike-field coherence (SFC) within regions of macaque SPL and PMd. We observed stronger SFC within PMdr and superficial regions of SPL (areas 5/PEc) during decoupled reaches, whereas PMdc and regions within SPL surrounding medial intrapareital sulcus had stronger SFC during coupled reaches. These results were supported by meta-analysis on human fMRI data. Our results support the proposal of altered cortical control during complex eye-hand coordination and highlight the necessity to account for the different eye-hand compatibilities in motor control research.
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Affiliation(s)
| | - Diana J Gorbet
- 1 York University, Toronto, Ontario, Canada.,2 Canadian Action and Perception Network, Toronto, Ontario, Canada
| | | | - Kari L Hoffman
- 1 York University, Toronto, Ontario, Canada.,2 Canadian Action and Perception Network, Toronto, Ontario, Canada
| | - Lauren E Sergio
- 1 York University, Toronto, Ontario, Canada.,2 Canadian Action and Perception Network, Toronto, Ontario, Canada
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8
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Carl C, Hipp JF, König P, Engel AK. Spectral Signatures of Saccade Target Selection. Brain Topogr 2015; 29:130-48. [PMID: 25690830 DOI: 10.1007/s10548-015-0426-6] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2014] [Accepted: 02/02/2015] [Indexed: 11/26/2022]
Abstract
Action generation relies on a widely distributed network of brain areas. However, little is known about the spatiotemporal dynamics of neuronal activity in the network that gives rise to voluntary action in humans. Here, we used magnetoencephalography (MEG) and source analysis (n = 15, 7 female subjects) to investigate the spectral signatures of human cortical networks engaged in active and intrinsically motivated viewing behavior. We compared neuronal activity of externally cued saccades with saccades to freely chosen targets. For planning and execution of both saccade types, we found an increase in gamma band (~64-128 Hz) activity and a concurrent decrease in beta band (~12-32 Hz) activity in saccadic control areas, including the intraparietal sulcus and the frontal eye fields. Guided compared to voluntary actions were accompanied by stronger transient increases in the gamma and low frequency (<16 Hz) range immediately following the instructional cue. In contrast, action selection between competing alternatives was reflected by stronger sustained fronto-parietal gamma increases that occurred later in time and persisted until movement execution. This sustained enhancement for free target selection was accompanied by a spatially widespread reduction of lower frequency power (~8-45 Hz) in parietal and extrastriate areas. Our results suggest that neuronal population activity in the gamma frequency band in a distributed network of fronto-parietal areas reflects the intrinsically driven process of selection among competing behavioral alternatives.
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Affiliation(s)
- Christine Carl
- Department of Neurophysiology and Pathophysiology, University Medical Center Hamburg-Eppendorf, Martinistrasse 52, 20246, Hamburg, Germany
- Institute of Cognitive Science, University of Osnabrück, Albrechtstraße 28, 49069, Osnabrück, Germany
| | - Joerg F Hipp
- Department of Neurophysiology and Pathophysiology, University Medical Center Hamburg-Eppendorf, Martinistrasse 52, 20246, Hamburg, Germany
- Centre for Integrative Neuroscience, University of Tübingen, Paul-Ehrlich-Str. 17, 72076, Tübingen, Germany
- MEG-Center, University of Tübingen, 72076, Tübingen, Germany
| | - Peter König
- Department of Neurophysiology and Pathophysiology, University Medical Center Hamburg-Eppendorf, Martinistrasse 52, 20246, Hamburg, Germany
- Institute of Cognitive Science, University of Osnabrück, Albrechtstraße 28, 49069, Osnabrück, Germany
| | - Andreas K Engel
- Department of Neurophysiology and Pathophysiology, University Medical Center Hamburg-Eppendorf, Martinistrasse 52, 20246, Hamburg, Germany.
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9
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Bompas A, Sumner P, Muthumumaraswamy SD, Singh KD, Gilchrist ID. The contribution of pre-stimulus neural oscillatory activity to spontaneous response time variability. Neuroimage 2015; 107:34-45. [PMID: 25482267 PMCID: PMC4306532 DOI: 10.1016/j.neuroimage.2014.11.057] [Citation(s) in RCA: 41] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2014] [Revised: 11/14/2014] [Accepted: 11/30/2014] [Indexed: 11/17/2022] Open
Abstract
Large variability between individual response times, even in identical conditions, is a ubiquitous property of animal behavior. However, the origins of this stochasticity and its relation to action decisions remain unclear. Here we focus on the state of the perception-action network in the pre-stimulus period and its influence on subsequent saccadic response time and choice in humans. We employ magnetoencephalography (MEG) and a correlational source reconstruction approach to identify the brain areas where pre-stimulus oscillatory activity predicted saccadic response time to visual targets. We find a relationship between future response time and pre-stimulus power, but not phase, in occipital (including V1), parietal, posterior cingulate and superior frontal cortices, consistently across alpha, beta and low gamma frequencies, each accounting for between 1 and 4% of the RT variance. Importantly, these correlations were not explained by deterministic sources of variance, such as experimental factors and trial history. Our results further suggest that occipital areas mainly reflect short-term (trial to trial) stochastic fluctuations, while the frontal contribution largely reflects longer-term effects such as fatigue or practice. Parietal areas reflect fluctuations at both time scales. We found no evidence of lateralization: these effects were indistinguishable in both hemispheres and for both saccade directions, and non-predictive of choice - a finding with fundamental consequences for models of action decision, where independent, not coupled, noise is normally assumed.
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Affiliation(s)
- Aline Bompas
- Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Tower Building, Park Place, Cardiff CF10 3AT, UK; INSERM, U1028, CNRS, UMR5292, Lyon Neuroscience Research Center, Brain Dynamics and Cognition Team, Hopital du Vinatier, 95 Boulevard Pinel, Bron, 69500, France.
| | - Petroc Sumner
- Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Tower Building, Park Place, Cardiff CF10 3AT, UK
| | - Suresh D Muthumumaraswamy
- Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Tower Building, Park Place, Cardiff CF10 3AT, UK; School of Pharmacy and Psychology, Auckland University, Private Bag 92019, Auckland, New Zealand
| | - Krish D Singh
- Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Tower Building, Park Place, Cardiff CF10 3AT, UK
| | - Iain D Gilchrist
- School of Experimental Psychology, University of Bristol, 12A Priory Road, Bristol BS7 8SW, UK
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10
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Smith MM, Weaver KE, Grabowski TJ, Rao RPN, Darvas F. Non-invasive detection of high gamma band activity during motor imagery. Front Hum Neurosci 2014; 8:817. [PMID: 25360100 PMCID: PMC4199322 DOI: 10.3389/fnhum.2014.00817] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2014] [Accepted: 09/24/2014] [Indexed: 11/13/2022] Open
Abstract
High gamma oscillations (70-150 Hz; HG) are rapidly evolving, spatially localized neurophysiological signals that are believed to be the best representative signature of engaged neural populations. The HG band has been best characterized from invasive electrophysiological approaches such as electrocorticography because of the increased signal-to-noise ratio that results when by-passing the scalp and skull. Despite the recent observation that HG activity can be detected non-invasively by electroencephalography (EEG), it is unclear to what extent EEG can accurately resolve the spatial distribution of HG signals during active task engagement. We have overcome some of the limitations inherent to acquiring HG signals across the scalp by utilizing individual head anatomy in combination with an inverse modeling method. We applied a linearly constrained minimum variance (LCMV) beamformer method on EEG data during a motor imagery paradigm to extract a time-frequency spectrogram at every voxel location on the cortex. To confirm spatially distributed patterns of HG responses, we contrasted overlapping maps of the EEG HG signal with blood oxygen level dependence (BOLD) functional magnetic resonance imaging (fMRI) data acquired from the same set of neurologically normal subjects during a separate session. We show that scalp-based HG band activity detected by EEG during motor imagery spatially co-localizes with BOLD fMRI data. Taken together, these results suggest that EEG can accurately resolve spatially specific estimates of local cortical high frequency signals, potentially opening an avenue for non-invasive measurement of HG potentials from diverse sets of neurologically impaired populations for diagnostic and therapeutic purposes.
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Affiliation(s)
- Melissa M Smith
- Graduate Program in Neuroscience, Department of Neurobiology and Behavior, University of Washington Seattle, WA, USA ; Center for Sensorimotor Neural Engineering, University of Washington Seattle, WA, USA ; Department of Computer Science and Engineering, University of Washington Seattle, WA, USA
| | - Kurt E Weaver
- Department of Radiology, University of Washington Seattle, WA, USA
| | - Thomas J Grabowski
- Center for Sensorimotor Neural Engineering, University of Washington Seattle, WA, USA ; Department of Radiology, University of Washington Seattle, WA, USA ; Department of Neurology, University of Washington Seattle, WA, USA
| | - Rajesh P N Rao
- Graduate Program in Neuroscience, Department of Neurobiology and Behavior, University of Washington Seattle, WA, USA ; Center for Sensorimotor Neural Engineering, University of Washington Seattle, WA, USA ; Department of Computer Science and Engineering, University of Washington Seattle, WA, USA
| | - Felix Darvas
- Center for Sensorimotor Neural Engineering, University of Washington Seattle, WA, USA ; Department of Neurological Surgery, University of Washington Seattle, WA, USA
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11
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Iversen JR, Ojeda A, Mullen T, Plank M, Snider J, Cauwenberghs G, Poizner H. Causal analysis of cortical networks involved in reaching to spatial targets. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2014; 2014:4399-4402. [PMID: 25570967 DOI: 10.1109/embc.2014.6944599] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
Abstract
The planning of goal-directed movement towards targets in different parts of space is an important function of the brain. Such visuo-motor planning and execution is known to involve multiple brain regions, including visual, parietal, and frontal cortices. To understand how these brain regions work together to both plan and execute goal-directed movement, it is essential to describe the dynamic causal interactions among them. Here we model causal interactions of distributed cortical source activity derived from non-invasively recorded EEG, using a combination of ICA, minimum-norm distributed source localization (cLORETA), and dynamical modeling within the Source Information Flow Toolbox (SIFT). We differentiate network causal connectivity of reach planning and execution, by comparing the causal network in a speeded reaching task with that for a control task not requiring goal-directed movement. Analysis of a pilot dataset (n=5) shows the utility of this technique and reveals increased connectivity between visual, motor and frontal brain regions during reach planning, together with decreased cross-hemisphere visual coupling during planning and execution, possibly related to task demands.
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12
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Zanon M, Battaglini PP, Jarmolowska J, Pizzolato G, Busan P. Long-range neural activity evoked by premotor cortex stimulation: a TMS/EEG co-registration study. Front Hum Neurosci 2013; 7:803. [PMID: 24324426 PMCID: PMC3839000 DOI: 10.3389/fnhum.2013.00803] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2013] [Accepted: 11/05/2013] [Indexed: 11/28/2022] Open
Abstract
The premotor cortex is one of the fundamental structures composing the neural networks of the human brain. It is implicated in many behaviors and cognitive tasks, ranging from movement to attention and eye-related activity. Therefore, neural circuits that are related to premotor cortex have been studied to clarify their connectivity and/or role in different tasks. In the present work, we aimed to investigate the propagation of the neural activity evoked in the dorsal premotor cortex using transcranial magnetic stimulation/electroencephalography (TMS/EEG). Toward this end, interest was focused on the neural dynamics elicited in long-ranging temporal and spatial networks. Twelve healthy volunteers underwent a single-pulse TMS protocol in a resting condition with eyes closed, and the evoked activity, measured by EEG, was compared to a sham condition in a time window ranging from 45 ms to about 200 ms after TMS. Spatial and temporal investigations were carried out with sLORETA. TMS was found to induce propagation of neural activity mainly in the contralateral sensorimotor and frontal cortices, at about 130 ms after delivery of the stimulus. Different types of analyses showed propagated activity also in posterior, mainly visual, regions, in a time window between 70 and 130 ms. Finally, a likely “rebounding” activation of the sensorimotor and frontal regions, was observed in various time ranges. Taken together, the present findings further characterize the neural circuits that are driven by dorsal premotor cortex activation in healthy humans.
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Affiliation(s)
- Marco Zanon
- Cognitive Neuroscience Sector, International School for Advanced Studies, SISSA Trieste, Italy
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13
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Cheyne D, Ferrari P. MEG studies of motor cortex gamma oscillations: evidence for a gamma "fingerprint" in the brain? Front Hum Neurosci 2013; 7:575. [PMID: 24062675 PMCID: PMC3774986 DOI: 10.3389/fnhum.2013.00575] [Citation(s) in RCA: 78] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2013] [Accepted: 08/27/2013] [Indexed: 02/02/2023] Open
Abstract
The human motor cortex exhibits transient bursts of high frequency gamma oscillations in the 60–90 Hz range during movement. It has been proposed that gamma oscillations generally reflect local intracortical activity. However, movement-evoked gamma is observed simultaneously in both cortical and subcortical (basal ganglia) structures and thus appears to reflect long-range cortical-subcortical interactions. Recent evidence suggests that gamma oscillations do not simply reflect sensory reafference, but have a facilitative role in movement initiation. Here we summarize contributions of MEG to our understanding of movement-evoked gamma oscillations, including evidence that transient gamma bursts during the performance of specific movements constitutes a stereotyped spectral and temporal pattern within individuals—a gamma “fingerprint”—that is highly stable over time. Although their functional significance remains to be fully understood, movement-evoked gamma oscillations may represent frequency specific tuning within cortical-subcortical networks that can be monitored non-invasively using MEG during a variety of motor tasks, and may provide important information regarding cortical dynamics of ongoing motor control.
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Affiliation(s)
- Douglas Cheyne
- Program in Neurosciences and Mental Health, Hospital for Sick Children Research Institute Toronto, ON, Canada
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Inouchi M, Matsumoto R, Taki J, Kikuchi T, Mitsueda-Ono T, Mikuni N, Wheaton L, Hallett M, Fukuyama H, Shibasaki H, Takahashi R, Ikeda A. Role of posterior parietal cortex in reaching movements in humans: clinical implication for 'optic ataxia'. Clin Neurophysiol 2013; 124:2230-41. [PMID: 23831168 DOI: 10.1016/j.clinph.2013.05.011] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2012] [Revised: 04/12/2013] [Accepted: 05/22/2013] [Indexed: 11/15/2022]
Abstract
OBJECTIVE To clarify the spatio-temporal profile of cortical activity related to reaching movement in the posterior parietal cortex (PPC) in humans. METHODS Four patients with intractable partial epilepsy who underwent subdural electrode implantation were studied as a part of pre-surgical evaluation. We investigated the Bereitschaftspotential (BP) associated with reaching and correlated the findings with the effect of electrical stimulation of the same cortical area. RESULTS BPs specific for reaching, as compared with BPs for simple movements by the hand or arm contralateral to the implanted hemisphere, were recognized in all patients, mainly around the intraparietal sulcus (IPS), the superior parietal lobule (SPL) and the precuneus. BPs near the IPS had the earlier onset than BPs in the SPL. Electrical stimulation of a part of the PPC, where the reach-specific BPs were recorded, selectively impaired reaching. CONCLUSIONS Intracranial BP recording and cortical electrical stimulation delineated human reach-related areas in the PPC. SIGNIFICANCE The present study for the first time by direct cortical recording in humans demonstrates that parts of the cortices around the IPS and SPL play a crucial role in visually-guided reaching.
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Affiliation(s)
- Morito Inouchi
- Department of Neurology, Kyoto University Graduate School of Medicine, Kyoto, Japan
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15
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Sugawara K, Onishi H, Yamashiro K, Kirimoto H, Tsubaki A, Suzuki M, Tamaki H, Murakami H, Kameyama S. Activation of the Human Premotor Cortex During Motor Preparation in Visuomotor Tasks. Brain Topogr 2013; 26:581-90. [DOI: 10.1007/s10548-013-0299-5] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2012] [Accepted: 06/10/2013] [Indexed: 10/26/2022]
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16
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Abstract
Recent blood oxygenation level-dependent (BOLD) imaging work has suggested flexible coding frames for reach targets in human posterior parietal cortex, with a gaze-centered reference frame for visually guided reaches and a body-centered frame for proprioceptive reaches. However, BOLD activity, which reflects overall population activity, is insensitive to heterogeneous responses at the neuronal level and temporal dynamics between neurons. Neurons could synchronize in different frequency bands to form assemblies operating in different reference frames. Here we assessed the reference frames of oscillatory activity in parietal cortex during reach planning to nonvisible tactile stimuli. Under continuous recording of magneto-encephalographic data, subjects fixated either to the left or right of the body midline, while a tactile stimulus was presented to a nonvisible fingertip, located either to the left or right of gaze. After a delay, they had to reach toward the remembered stimulus location with the other hand. Our results show body-centered and gaze-centered reference frames underlying the power modulations in specific frequency bands. Whereas beta-band activity (18-30 Hz) in parietal regions showed body-centered spatial selectivity, the high gamma band (>60 Hz) demonstrated a transient remapping into gaze-centered coordinates in parietal and extrastriate visual areas. This gaze-centered coding was sustained in the low gamma (<60 Hz) and alpha (∼10 Hz) bands. Our results show that oscillating subpopulations encode remembered tactile targets for reaches relative to gaze, even though neither the sensory nor the motor output processes operate in this frame. We discuss these findings in the light of flexible control mechanisms across modalities and effectors.
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17
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Hinkley LBN, Dolberg R, Honma S, Findlay A, Byl NN, Nagarajan SS. Aberrant Oscillatory Activity during Simple Movement in Task-Specific Focal Hand Dystonia. Front Neurol 2012; 3:165. [PMID: 23226140 PMCID: PMC3508423 DOI: 10.3389/fneur.2012.00165] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2012] [Accepted: 10/31/2012] [Indexed: 11/29/2022] Open
Abstract
In task-specific focal hand dystonia (tspFHD), the temporal dynamics of cortical activity in the motor system and how these processes are related to impairments in sensory and motor function are poorly understood. Here, we use time-frequency reconstructions of magnetoencephalographic (MEG) data to elaborate the temporal and spatial characteristics of cortical activity during movement. A self-paced finger tapping task during MEG recording was performed by 11 patients with tspFHD and 11 matched healthy controls. In both groups robust changes in beta (12-30 Hz) and high gamma (65-90 Hz) oscillatory activity were identified over sensory and motor cortices during button press. A significant decrease [p < 0.05, 1% False Discovery Rate (FDR) corrected] in high gamma power during movements of the affected hand was identified over ipsilateral sensorimotor cortex in the period prior to (-575 ms) and following (725 ms) button press. Furthermore, an increase (p < 0.05, 1% FDR corrected) in beta power suppression following movement of the affected hand was identified over visual cortex in patients with tspFHD. For movements of the unaffected hand, a significant (p < 0.05, 1% FDR corrected) increase in beta power suppression was identified over secondary somatosensory cortex (S2) in the period following button press in patients with tspFHD. Oscillatory activity within in the tspFHD group was however not correlated with clinical measures. Understanding these aberrant oscillatory dynamics can provide the groundwork for interventions that focus on modulating the timing of this activity.
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Affiliation(s)
- Leighton B. N. Hinkley
- Department of Radiology and Biomedical Imaging, University of CaliforniaSan Francisco, CA, USA
| | - Rebecca Dolberg
- Department of Physical Therapy and Rehabilitation Science, University of CaliforniaSan Francisco, CA, USA
| | - Susanne Honma
- Department of Radiology and Biomedical Imaging, University of CaliforniaSan Francisco, CA, USA
| | - Anne Findlay
- Department of Radiology and Biomedical Imaging, University of CaliforniaSan Francisco, CA, USA
| | - Nancy N. Byl
- Department of Physical Therapy and Rehabilitation Science, University of CaliforniaSan Francisco, CA, USA
| | - Srikantan S. Nagarajan
- Department of Radiology and Biomedical Imaging, University of CaliforniaSan Francisco, CA, USA
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18
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Reorganization of Oscillatory Activity in Human Parietal Cortex during Spatial Updating. Cereb Cortex 2012; 23:508-19. [DOI: 10.1093/cercor/bhr387] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
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19
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Bozzacchi C, Giusti MA, Pitzalis S, Spinelli D, Di Russo F. Awareness affects motor planning for goal-oriented actions. Biol Psychol 2012; 89:503-14. [DOI: 10.1016/j.biopsycho.2011.12.020] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2011] [Revised: 12/13/2011] [Accepted: 12/22/2011] [Indexed: 10/14/2022]
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20
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Anxiety, a benefit and detriment to cognition: behavioral and magnetoencephalographic evidence from a mixed-saccade task. Brain Cogn 2012; 78:257-67. [PMID: 22289426 DOI: 10.1016/j.bandc.2012.01.002] [Citation(s) in RCA: 34] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2011] [Revised: 12/20/2011] [Accepted: 01/06/2012] [Indexed: 11/23/2022]
Abstract
Anxiety is typically considered an impediment to cognition. We propose anxiety-related impairments in cognitive-behavioral performance are the consequences of enhanced stimulus-driven attention. Accordingly, reflexive, habitual behaviors that rely on stimulus-driven mechanisms should be facilitated in an anxious state, while novel, flexible behaviors that compete with the former should be impaired. To test these predictions, healthy adults (N=17) performed a mixed-saccade task, which pits habitual actions (pro-saccades) against atypical ones (anti-saccades), under anxiety-inducing threat of shock and safe conditions. Whole-head magnetoencephalography (MEG) captured oscillatory responses in the preparatory interval preceding target onset and saccade execution. Results showed threat-induced anxiety differentially impacted response times based on the type of saccade initiated, slowing anti-saccades but facilitating erroneous pro-saccades on anti-saccade trials. MEG source analyses revealed that successful suppression of reflexive pro-saccades and correct initiation of anti-saccades during threat was marked by increased theta power in right ventrolateral prefrontal cortical and midbrain regions (superior colliculi) implicated in stimulus-driven attention. Theta activity may delay stimulus-driven processes to enable generation of an anti-saccade. Moreover, compared to safety, threat reduced beta desynchronization in inferior parietal cortices during anti-saccade preparation but increased it during pro-saccade preparation. Differential effects in inferior parietal cortices indicate a greater readiness to execute anti-saccades during safety and to execute pro-saccades during threat. These findings suggest that, in an anxiety state, reduced cognitive-behavioral flexibility may stem from enhanced stimulus-driven attention, which may serve the adaptive function of optimizing threat detection.
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21
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Medendorp WP, Buchholz VN, Van Der Werf J, Leoné FTM. Parietofrontal circuits in goal-oriented behaviour. Eur J Neurosci 2011; 33:2017-27. [PMID: 21645097 DOI: 10.1111/j.1460-9568.2011.07701.x] [Citation(s) in RCA: 40] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
Parietal and frontal cortical areas play important roles in the control of goal-oriented behaviour. This review examines how signal processing in the parietal and frontal eye fields is involved in coding and storing space, directing attention and processing the sensorimotor transformation for saccades. After a survey of the functional specialization of these areas in monkeys, we discuss homologous regions in the human brain in terms of topographic organization, storage capacity, target selection, spatial remapping, reference frame transformations and effector specificity. The overall picture suggests that bottom-up sensory, top-down cognitive signals and efferent motor signals are integrated in dynamic sensorimotor maps as part of a functionally flexible parietofrontal network. Neuronal synchronization in these maps may be instrumental in amplifying behaviourally relevant representations and setting up a functional pathway to route information in this parietofrontal circuit.
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Affiliation(s)
- W Pieter Medendorp
- Radboud University Nijmegen, Donders Institute for Brain, Cognition and Behaviour, NL 6500 HE, Nijmegen, The Netherlands.
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22
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Weiss SA, Bassett DS, Rubinstein D, Holroyd T, Apud J, Dickinson D, Coppola R. Functional Brain Network Characterization and Adaptivity during Task Practice in Healthy Volunteers and People with Schizophrenia. Front Hum Neurosci 2011; 5:81. [PMID: 21887140 PMCID: PMC3157023 DOI: 10.3389/fnhum.2011.00081] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2011] [Accepted: 07/26/2011] [Indexed: 12/24/2022] Open
Abstract
Cognitive remediation involves task practice and may improve deficits in people suffering from schizophrenia, but little is known about underlying neurophysiological mechanisms. In people with schizophrenia and controls, we used magnetoencephalography (MEG) to examine accuracy and practice-related changes in parameters indexing neural network structure and activity, to determine whether these might be useful assays of the efficacy of cognitive remediation. Two MEG recordings were acquired during performance of a tone discrimination task used to improve the acuity of auditory processing, before and after ∼2.5 h of task practice. Accuracy before practice was negatively correlated with beta-band cost efficiency, a graph theoretical measure of network organization. Synthetic aperture magnetometry was used to localize brain oscillations with high spatial accuracy; results demonstrated sound and sensorimotor modulations of the beta band in temporo-parietal regions and the sensorimotor cortex respectively. High-gamma activity also correlated with sensorimotor processing during the task, with activation of auditory regions following sound stimulation, and activation of the left sensorimotor cortex preceding the button press. High-gamma power in the left frontal cortex was also found to correlate with accuracy. Following practice, sound-induced broad-band power in the left angular gyri increased. Accuracy improved and was found to correlate with increased mutual information (MI) between sensors in temporal-parietal regions in the beta band but not global cost efficiency. Based on these results, we conclude that hours of task practice can induce meso-scale changes such as increased power in relevant brain regions as well as changes in MI that correlate with improved accuracy.
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Dalal SS, Zumer JM, Guggisberg AG, Trumpis M, Wong DDE, Sekihara K, Nagarajan SS. MEG/EEG source reconstruction, statistical evaluation, and visualization with NUTMEG. COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE 2011; 2011:758973. [PMID: 21437174 PMCID: PMC3061455 DOI: 10.1155/2011/758973] [Citation(s) in RCA: 83] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/04/2010] [Revised: 11/30/2010] [Accepted: 01/17/2011] [Indexed: 11/17/2022]
Abstract
NUTMEG is a source analysis toolbox geared towards cognitive neuroscience researchers using MEG and EEG, including intracranial recordings. Evoked and unaveraged data can be imported to the toolbox for source analysis in either the time or time-frequency domains. NUTMEG offers several variants of adaptive beamformers, probabilistic reconstruction algorithms, as well as minimum-norm techniques to generate functional maps of spatiotemporal neural source activity. Lead fields can be calculated from single and overlapping sphere head models or imported from other software. Group averages and statistics can be calculated as well. In addition to data analysis tools, NUTMEG provides a unique and intuitive graphical interface for visualization of results. Source analyses can be superimposed onto a structural MRI or headshape to provide a convenient visual correspondence to anatomy. These results can also be navigated interactively, with the spatial maps and source time series or spectrogram linked accordingly. Animations can be generated to view the evolution of neural activity over time. NUTMEG can also display brain renderings and perform spatial normalization of functional maps using SPM's engine. As a MATLAB package, the end user may easily link with other toolboxes or add customized functions.
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Affiliation(s)
- Sarang S Dalal
- Department of Psychology, Zukunftskolleg, University of Konstanz, 78457 Konstanz, Germany.
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Cazzato V, Macaluso E, Crostella F, Aglioti SM. Mapping reflexive shifts of attention in eye-centered and hand-centered coordinate systems. Hum Brain Mapp 2011; 33:165-78. [PMID: 21391262 DOI: 10.1002/hbm.21202] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2010] [Revised: 09/24/2010] [Accepted: 10/20/2010] [Indexed: 11/10/2022] Open
Abstract
Behavioral studies indicate that directional gaze and hand pointing are fundamental social signals that may capture spatial attention more powerfully than directional arrows. By using fMRI, we explored whether reflexive shifts of attention triggered by different distracters were influenced by the motor effector used for performing an overt response. In separate blocks, healthy participants performed a directional saccadic or a hand pointing movement. Color changes of a central black fixation point constituted the imperative instruction signal to make a leftward (red color) or a rightward (blue color) movement while ignoring distracting leftward or rightward oriented gaze, hand pointing, or arrow. Distracters that were directionally incongruent with the instruction cue impaired the saccadic and pointing-release RTs. The comparison of incongruent vs. congruent conditions showed an increase of BOLD signal in the frontal eye field (FEF), the intraparietal sulcus (IPS), and the posterior parietal cortex (PPC) bilaterally. Importantly, a specific relationship between distracter and effector used for the response was found in these frontal and parietal regions. In particular, higher activity in the FEF, for distracting gaze was found mainly during the saccadic response task. In the same vein, higher activity in the left and right IPS regions was found for the distracting hand mainly in the hand pointing task. The results suggest that reflexive shifts of attention triggered by social signals are coded in the fronto-parietal cortex according to effector-specific mapping rules.
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