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Kumar WS, Manikandan K, Murty DVPS, Ramesh RG, Purokayastha S, Javali M, Rao NP, Ray S. Stimulus-induced narrowband gamma oscillations are test–retest reliable in human EEG. Cereb Cortex Commun 2022; 3:tgab066. [PMID: 35088052 PMCID: PMC8790174 DOI: 10.1093/texcom/tgab066] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2021] [Revised: 12/13/2021] [Accepted: 12/13/2021] [Indexed: 11/14/2022] Open
Abstract
Visual stimulus-induced gamma oscillations in electroencephalogram (EEG) recordings have been recently shown to be compromised in subjects with preclinical Alzheimer’s Disease (AD), suggesting that gamma could be an inexpensive biomarker for AD diagnosis provided its characteristics remain consistent across multiple recordings. Previous magnetoencephalography studies in young subjects have reported consistent gamma power over recordings separated by a few weeks to months. Here, we assessed the consistency of stimulus-induced slow (20–35 Hz) and fast gamma (36–66 Hz) oscillations in subjects (n = 40) (age: 50–88 years) in EEG recordings separated by a year, and tested the consistency in the magnitude of gamma power, its temporal evolution and spectral profile. Gamma had distinct spectral/temporal characteristics across subjects, which remained consistent across recordings (average intraclass correlation of ~0.7). Alpha (8–12 Hz) and steady-state-visually evoked-potentials were also reliable. We further tested how EEG features can be used to identify 2 recordings as belonging to the same versus different subjects and found high classifier performance (AUC of ~0.89), with temporal evolution of slow gamma and spectral profile being most informative. These results suggest that EEG gamma oscillations are reliable across sessions separated over long durations and can also be a potential tool for subject identification.
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Affiliation(s)
| | | | | | | | - Simran Purokayastha
- Centre for Neuroscience, Indian Institute of Science, Bengaluru, India, 560012
| | - Mahendra Javali
- MS Ramaiah Medical College & Memorial Hospital, Bengaluru, India
| | | | - Supratim Ray
- Centre for Neuroscience, Indian Institute of Science, Bengaluru, India, 560012
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2
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Taberna GA, Samogin J, Marino M, Mantini D. Detection of Resting-State Functional Connectivity from High-Density Electroencephalography Data: Impact of Head Modeling Strategies. Brain Sci 2021; 11:brainsci11060741. [PMID: 34204868 PMCID: PMC8226780 DOI: 10.3390/brainsci11060741] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2021] [Revised: 05/23/2021] [Accepted: 05/31/2021] [Indexed: 11/16/2022] Open
Abstract
Recent technological advances have been permitted to use high-density electroencephalography (hdEEG) for the estimation of functional connectivity and the mapping of resting-state networks (RSNs). The reliable estimate of activity and connectivity from hdEEG data relies on the creation of an accurate head model, defining how neural currents propagate from the cortex to the sensors placed over the scalp. To the best of our knowledge, no study has been conducted yet to systematically test to what extent head modeling accuracy impacts on EEG-RSN reconstruction. To address this question, we used 256-channel hdEEG data collected in a group of young healthy participants at rest. We first estimated functional connectivity in EEG-RSNs by means of band-limited power envelope correlations, using neural activity estimated with an optimized analysis workflow. Then, we defined a series of head models with different levels of complexity, specifically testing the effect of different electrode positioning techniques and head tissue segmentation methods. We observed that robust EEG-RSNs can be obtained using a realistic head model, and that inaccuracies due to head tissue segmentation impact on RSN reconstruction more than those due to electrode positioning. Additionally, we found that EEG-RSN robustness to head model variations had space and frequency specificity. Overall, our results may contribute to defining a benchmark for assessing the reliability of hdEEG functional connectivity measures.
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Affiliation(s)
- Gaia Amaranta Taberna
- Research Center for Motor Control and Neuroplasticity, KU Leuven, 3001 Leuven, Belgium; (G.A.T.); (J.S.); (M.M.)
| | - Jessica Samogin
- Research Center for Motor Control and Neuroplasticity, KU Leuven, 3001 Leuven, Belgium; (G.A.T.); (J.S.); (M.M.)
| | - Marco Marino
- Research Center for Motor Control and Neuroplasticity, KU Leuven, 3001 Leuven, Belgium; (G.A.T.); (J.S.); (M.M.)
- Brain Imaging and Neural Dynamics Research Group, IRCCS San Camillo Hospital, 30126 Venice, Italy
| | - Dante Mantini
- Research Center for Motor Control and Neuroplasticity, KU Leuven, 3001 Leuven, Belgium; (G.A.T.); (J.S.); (M.M.)
- Brain Imaging and Neural Dynamics Research Group, IRCCS San Camillo Hospital, 30126 Venice, Italy
- Correspondence: ; Tel.: +32-16-37-29-09
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3
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McCusker MC, Lew BJ, Wilson TW. Three-Year Reliability of MEG Visual and Somatosensory Responses. Cereb Cortex 2021; 31:2534-2548. [PMID: 33341876 DOI: 10.1093/cercor/bhaa372] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2020] [Revised: 11/12/2020] [Accepted: 11/12/2020] [Indexed: 12/14/2022] Open
Abstract
A major goal of many translational neuroimaging studies is the identification of biomarkers of disease. However, a prerequisite for any such biomarker is robust reliability, which for magnetoencephalography (MEG) and many other imaging modalities has not been established. In this study, we examined the reliability of visual (Experiment 1) and somatosensory gating (Experiment 2) responses in 19 healthy adults who repeated these experiments for three visits spaced 18 months apart. Visual oscillatory and somatosensory oscillatory and evoked responses were imaged, and intraclass correlation coefficients (ICC) were computed to examine the long-term reliability of these responses. In Experiment 1, ICCs showed good reliability for visual theta and alpha responses in occipital cortices, but poor reliability for gamma responses. In Experiment 2, the time series of somatosensory gamma and evoked responses in the contralateral somatosensory cortex showed good reliability. Finally, analyses of spontaneous baseline activity indicated excellent reliability for occipital alpha, moderate reliability for occipital theta, and poor reliability for visual/somatosensory gamma activity. Overall, MEG responses to visual and somatosensory stimuli show a high degree of reliability across 3 years and therefore may be stable indicators of sensory processing long term and thereby of potential interest as biomarkers of disease.
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Affiliation(s)
- Marie C McCusker
- Institute for Human Neuroscience, Boys Town National Research Hospital, Boys Town, NE, 68010, USA
| | - Brandon J Lew
- Institute for Human Neuroscience, Boys Town National Research Hospital, Boys Town, NE, 68010, USA.,College of Medicine, University of Nebraska Medical Center, Omaha, NE, 68198, USA
| | - Tony W Wilson
- Institute for Human Neuroscience, Boys Town National Research Hospital, Boys Town, NE, 68010, USA.,College of Medicine, University of Nebraska Medical Center, Omaha, NE, 68198, USA
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4
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Synigal SR, Teoh ES, Lalor EC. Including Measures of High Gamma Power Can Improve the Decoding of Natural Speech From EEG. Front Hum Neurosci 2020; 14:130. [PMID: 32410969 PMCID: PMC7200998 DOI: 10.3389/fnhum.2020.00130] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2019] [Accepted: 03/20/2020] [Indexed: 01/22/2023] Open
Abstract
The human auditory system is highly skilled at extracting and processing information from speech in both single-speaker and multi-speaker situations. A commonly studied speech feature is the amplitude envelope which can also be used to determine which speaker a listener is attending to in those multi-speaker situations. Non-invasive brain imaging (electro-/magnetoencephalography [EEG/MEG]) has shown that the phase of neural activity below 16 Hz tracks the dynamics of speech, whereas invasive brain imaging (electrocorticography [ECoG]) has shown that such processing is strongly reflected in the power of high frequency neural activity (around 70-150 Hz; known as high gamma). The first aim of this study was to determine if high gamma power scalp recorded EEG carries useful stimulus-related information, despite its reputation for having a poor signal to noise ratio. Specifically, linear regression was used to investigate speech envelope and attention decoding in low frequency EEG, high gamma power EEG, and in both EEG signals combined. The second aim was to assess whether the information reflected in high gamma power EEG may be complementary to that reflected in well-established low frequency EEG indices of speech processing. Exploratory analyses were also completed to examine how low frequency and high gamma power EEG may be sensitive to different features of the speech envelope. While low frequency speech tracking was evident for almost all subjects as expected, high gamma power also showed robust speech tracking in some subjects. This same pattern was true for attention decoding using a separate group of subjects who participated in a cocktail party attention experiment. For the subjects who showed speech tracking in high gamma power EEG, the spatiotemporal characteristics of that high gamma tracking differed from that of low-frequency EEG. Furthermore, combining the two neural measures led to improved measures of speech tracking for several subjects. Our results indicated that high gamma power EEG can carry useful information regarding speech processing and attentional selection in some subjects. Combining high gamma power and low frequency EEG can improve the mapping between natural speech and the resulting neural responses.
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Affiliation(s)
- Shyanthony R. Synigal
- Department of Biomedical Engineering, University of Rochester, Rochester, NY, United States
| | - Emily S. Teoh
- Trinity Centre for Biomedical Engineering, School of Engineering, Trinity College Dublin, University of Dublin, Dublin, Ireland
- Trinity College Institute of Neuroscience, Trinity College Dublin, University of Dublin, Dublin, Ireland
| | - Edmund C. Lalor
- Department of Biomedical Engineering, University of Rochester, Rochester, NY, United States
- Trinity Centre for Biomedical Engineering, School of Engineering, Trinity College Dublin, University of Dublin, Dublin, Ireland
- Trinity College Institute of Neuroscience, Trinity College Dublin, University of Dublin, Dublin, Ireland
- Department of Neuroscience and Del Monte Institute for Neuroscience, University of Rochester, Rochester, NY, United States
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5
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Baltus A, Vosskuhl J, Boetzel C, Herrmann CS. Transcranial alternating current stimulation modulates auditory temporal resolution in elderly people. Eur J Neurosci 2018; 51:1328-1338. [PMID: 29754449 DOI: 10.1111/ejn.13940] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2017] [Accepted: 03/23/2018] [Indexed: 11/28/2022]
Abstract
Recent research provides evidence for a functional role of brain oscillations for perception. For example, auditory temporal resolution seems to be linked to individual gamma frequency of auditory cortex. Individual gamma frequency not only correlates with performance in between-channel gap detection tasks but can be modulated via auditory transcranial alternating current stimulation. Modulation of individual gamma frequency is accompanied by an improvement in gap detection performance. Aging changes electrophysiological frequency components and sensory processing mechanisms. Therefore, we conducted a study to investigate the link between individual gamma frequency and gap detection performance in elderly people using auditory transcranial alternating current stimulation. In a within-subject design, twelve participants were electrically stimulated with two individualized transcranial alternating current stimulation frequencies: 3 Hz above their individual gamma frequency (experimental condition) and 4 Hz below their individual gamma frequency (control condition), while they were performing a between-channel gap detection task. As expected, individual gamma frequencies correlated significantly with gap detection performance at baseline and in the experimental condition, transcranial alternating current stimulation modulated gap detection performance. In the control condition, stimulation did not modulate gap detection performance. In addition, in elderly, the effect of transcranial alternating current stimulation on auditory temporal resolution seems to be dependent on endogenous frequencies in auditory cortex: Elderlies with slower individual gamma frequencies and lower auditory temporal resolution profit from auditory transcranial alternating current stimulation and show increased gap detection performance during stimulation. Our results strongly suggest individualized transcranial alternating current stimulation protocols for successful modulation of performance.
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Affiliation(s)
- Alina Baltus
- Experimental Psychology Lab, Cluster of Excellence "Hearing4all", European Medical School, Carl von Ossietzky University, Oldenburg, Germany
| | - Johannes Vosskuhl
- Experimental Psychology Lab, Cluster of Excellence "Hearing4all", European Medical School, Carl von Ossietzky University, Oldenburg, Germany
| | - Cindy Boetzel
- Experimental Psychology Lab, Cluster of Excellence "Hearing4all", European Medical School, Carl von Ossietzky University, Oldenburg, Germany
| | - Christoph Siegfried Herrmann
- Experimental Psychology Lab, Cluster of Excellence "Hearing4all", European Medical School, Carl von Ossietzky University, Oldenburg, Germany.,Research Center Neurosensory Science, Carl von Ossietzky University, Oldenburg, Germany
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6
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Port RG, Gajewski C, Krizman E, Dow HC, Hirano S, Brodkin ES, Carlson GC, Robinson MB, Roberts TPL, Siegel SJ. Protocadherin 10 alters γ oscillations, amino acid levels, and their coupling; baclofen partially restores these oscillatory deficits. Neurobiol Dis 2017; 108:324-338. [PMID: 28844789 DOI: 10.1016/j.nbd.2017.08.013] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2017] [Revised: 08/06/2017] [Accepted: 08/22/2017] [Indexed: 11/20/2022] Open
Abstract
Approximately one in 45 children have been diagnosed with Autism Spectrum Disorder (ASD), which is characterized by social/communication impairments. Recent studies have linked a subset of familial ASD to mutations in the Protocadherin 10 (Pcdh10) gene. Additionally, Pcdh10's expression pattern, as well as its known role within protein networks, implicates the gene in ASD. Subsequently, the neurobiology of mice heterozygous for Pcdh10 (Pcdh10+/-) has been investigated as a proxy for ASD. Male Pcdh10+/- mice have demonstrated sex-specific deficits in social behavior, recapitulating the gender bias observed in ASD. Furthermore, in vitro slice preparations of these Pcdh10+/- mice demonstrate selective decreases to high frequency electrophysiological responses, mimicking clinical observations. The direct in vivo ramifications of such decreased in vitro high frequency responses are unclear. As such, Pcdh10+/- mice and their wild-type (WT) littermates underwent in vivo electrocorticography (ECoG), as well as ex vivo amino acid concentration quantification using High Performance Liquid Chromatography (HPLC). Similar to the previously observed reductions to in vitro high frequency electrophysiological responses in Pcdh10+/- mice, male Pcdh10+/- mice exhibited reduced gamma-band (30-80Hz), but not lower frequency (10 and 20Hz), auditory steady state responses (ASSR). In addition, male Pcdh10+/- mice exhibited decreased signal-to-noise-ratio (SNR) for high gamma-band (60-100Hz) activity. These gamma-band perturbations for both ASSR and SNR were not observed in females. Administration of a GABAB agonist remediated these electrophysiological alterations among male Pcdh10+/-mice. Pcdh10+/- mice demonstrated increased concentrations of GABA and glutamine. Of note, a correlation of auditory gamma-band responses with underlying GABA concentrations was observed in WT mice. This correlation was not present in Pcdh10+/- mice. This study demonstrates the role of Pcdh10 in the regulation of excitatory-inhibitory balance as a function of GABA in ASD.
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Affiliation(s)
- Russell G Port
- Department of Psychiatry, University of Pennsylvania Perelman, School of Medicine, Philadelphia, PA 19104, USA; Lurie Family Foundations MEG Imaging Center, Department of Radiology, Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Christopher Gajewski
- Department of Psychiatry, University of Pennsylvania Perelman, School of Medicine, Philadelphia, PA 19104, USA
| | - Elizabeth Krizman
- Children's Hospital of Philadelphia Research Institute, University of Pennsylvania, Philadelphia, PA 19104, USA; Department of Pediatric, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Holly C Dow
- Department of Psychiatry, University of Pennsylvania Perelman, School of Medicine, Philadelphia, PA 19104, USA
| | - Shinji Hirano
- Department of Cell Biology, Kansai Medical University, 2-5-1 Shinmachi, Hirakata, Osaka 573-1010, Japan
| | - Edward S Brodkin
- Department of Psychiatry, University of Pennsylvania Perelman, School of Medicine, Philadelphia, PA 19104, USA
| | - Gregory C Carlson
- Department of Psychiatry, University of Pennsylvania Perelman, School of Medicine, Philadelphia, PA 19104, USA
| | - Michael B Robinson
- Children's Hospital of Philadelphia Research Institute, University of Pennsylvania, Philadelphia, PA 19104, USA; Department of Pediatric, University of Pennsylvania, Philadelphia, PA 19104, USA; Systems Pharmacology and Experimental Therapeutics, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Timothy P L Roberts
- Lurie Family Foundations MEG Imaging Center, Department of Radiology, Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Steven J Siegel
- Department of Psychiatry, University of Pennsylvania Perelman, School of Medicine, Philadelphia, PA 19104, USA.
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7
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Tan HRM, Gross J, Uhlhaas PJ. MEG sensor and source measures of visually induced gamma-band oscillations are highly reliable. Neuroimage 2016; 137:34-44. [PMID: 27153980 PMCID: PMC5405052 DOI: 10.1016/j.neuroimage.2016.05.006] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2016] [Revised: 04/23/2016] [Accepted: 05/01/2016] [Indexed: 01/01/2023] Open
Abstract
High frequency brain oscillations are associated with numerous cognitive and behavioral processes. Non-invasive measurements using electro-/magnetoencephalography (EEG/MEG) have revealed that high frequency neural signals are heritable and manifest changes with age as well as in neuropsychiatric illnesses. Despite the extensive use of EEG/MEG-measured neural oscillations in basic and clinical research, studies demonstrating test-retest reliability of power and frequency measures of neural signals remain scarce. Here, we evaluated the test-retest reliability of visually induced gamma (30-100Hz) oscillations derived from sensor and source signals acquired over two MEG sessions. The study required participants (N=13) to detect the randomly occurring stimulus acceleration while viewing a moving concentric grating. Sensor and source MEG measures of gamma-band activity yielded comparably strong reliability (average intraclass correlation, ICC=0.861). Peak stimulus-induced gamma frequency (53-72Hz) yielded the highest measures of stability (ICCsensor=0.940; ICCsource=0.966) followed by spectral signal change (ICCsensor=0.890; ICCsource=0.893) and peak frequency bandwidth (ICCsensor=0.856; ICCsource=0.622). Furthermore, source-reconstruction significantly improved signal-to-noise for spectral amplitude of gamma activity compared to sensor estimates. Our assessments highlight that both sensor and source derived estimates of visually induced gamma-band oscillations from MEG signals are characterized by high test-retest reliability, with source derived oscillatory measures conferring an improvement in the stability of peak-frequency estimates. Importantly, our finding of high test-retest reliability supports the feasibility of pharma-MEG studies and longitudinal aging or clinical studies.
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Affiliation(s)
- H-R M Tan
- Centre for Cognitive Neuroimaging (CCNi), Institute of Neuroscience and Psychology (INP), College of Medical, Veterinary and Life Sciences, College of Science and Engineering, University of Glasgow, 58 Hillhead Street, Glasgow G12 8QB, United Kingdom.
| | - J Gross
- Centre for Cognitive Neuroimaging (CCNi), Institute of Neuroscience and Psychology (INP), College of Medical, Veterinary and Life Sciences, College of Science and Engineering, University of Glasgow, 58 Hillhead Street, Glasgow G12 8QB, United Kingdom
| | - P J Uhlhaas
- Centre for Cognitive Neuroimaging (CCNi), Institute of Neuroscience and Psychology (INP), College of Medical, Veterinary and Life Sciences, College of Science and Engineering, University of Glasgow, 58 Hillhead Street, Glasgow G12 8QB, United Kingdom
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8
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Akimoto Y, Nozawa T, Kanno A, Kambara T, Ihara M, Ogawa T, Goto T, Taki Y, Yokoyama R, Kotozaki Y, Nouchi R, Sekiguchi A, Takeuchi H, Miyauchi CM, Sugiura M, Okumura E, Sunda T, Shimizu T, Tozuka E, Hirose S, Nanbu T, Kawashima R. High-gamma power changes after cognitive intervention: preliminary results from twenty-one senior adult subjects. Brain Behav 2016; 6:e00427. [PMID: 26855826 PMCID: PMC4733105 DOI: 10.1002/brb3.427] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/17/2015] [Revised: 12/08/2015] [Accepted: 12/11/2015] [Indexed: 01/03/2023] Open
Abstract
INTRODUCTION Brain-imaging techniques have begun to be popular in evaluating the effectiveness of cognitive intervention training. Although gamma activities are rarely used as an index of training effects, they have several characteristics that suggest their potential suitability for this purpose. This pilot study examined whether cognitive training in elderly people affected the high-gamma activity associated with attentional processing and whether high-gamma power changes were related to changes in behavioral performance. METHODS We analyzed (MEG) magnetoencephalography data obtained from 35 healthy elderly subjects (60-75 years old) who had participated in our previous intervention study in which the subjects were randomly assigned to one of the three types of intervention groups: Group V trained in a vehicle with a newly developed onboard cognitive training program, Group P trained with a similar program but on a personal computer, and Group C was trained to solve a crossword puzzle as an active control group. High-gamma (52-100 Hz) activity during a three-stimulus visual oddball task was measured before and after training. As a result of exclusion in the MEG data analysis stage, the final sample consisted of five subjects in Group V, nine subjects in Group P, and seven subjects in Group C. RESULTS Results showed that high-gamma activities were differently altered between groups after cognitive intervention. In particular, members of Group V, who showed significant improvements in cognitive function after training, exhibited increased high-gamma power in the left middle frontal gyrus during top-down anticipatory target processing. High-gamma power changes in this region were also associated with changes in behavioral performance. CONCLUSIONS Our preliminary results suggest the usefulness of high-gamma activities as an index of the effectiveness of cognitive training in elderly subjects.
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Affiliation(s)
- Yoritaka Akimoto
- Department of Functional Brain Imaging Institute of Development, Aging and Cancer Tohoku University Sendai 980-8575 Japan
| | - Takayuki Nozawa
- Smart Ageing International Research Center Institute of Development, Aging and Cancer Tohoku University Sendai 980-8575 Japan
| | - Akitake Kanno
- Department of Functional Brain Imaging Institute of Development, Aging and Cancer Tohoku University Sendai 980-8575 Japan
| | - Toshimune Kambara
- Department of Functional Brain Imaging Institute of Development, Aging and Cancer Tohoku University Sendai 980-8575 Japan; Japan Society for the Promotion of Science (JSPS) Tokyo 102-8472 Japan
| | - Mizuki Ihara
- Smart Ageing International Research Center Institute of Development, Aging and Cancer Tohoku University Sendai 980-8575 Japan
| | - Takeshi Ogawa
- Department of Functional Brain Imaging Institute of Development, Aging and Cancer Tohoku University Sendai 980-8575 Japan
| | - Takakuni Goto
- Department of Functional Brain Imaging Institute of Development, Aging and Cancer Tohoku University Sendai 980-8575 Japan
| | - Yasuyuki Taki
- Division of Developmental Cognitive Neuroscience Institute of Development, Aging and Cancer Tohoku University Sendai 980-8575 Japan
| | - Ryoichi Yokoyama
- Department of Functional Brain Imaging Institute of Development, Aging and Cancer Tohoku University Sendai 980-8575 Japan
| | - Yuka Kotozaki
- Smart Ageing International Research Center Institute of Development, Aging and Cancer Tohoku University Sendai 980-8575 Japan
| | - Rui Nouchi
- Smart Ageing International Research Center Institute of Development, Aging and Cancer Tohoku University Sendai 980-8575 Japan; Human and Social Response Research Division International Research Institute of Disaster Science Tohoku University Sendai 980-8575 Japan
| | - Atsushi Sekiguchi
- Department of Functional Brain Imaging Institute of Development, Aging and Cancer Tohoku University Sendai 980-8575 Japan; Division of Medical Neuroimage Analysis Department of Community Medical Supports Tohoku Medical Megabank Organization Tohoku University Sendai 980-8575 Japan; Department of Adult Mental Health National Institute of Mental Health National Center of Neurology and Psychiatry Kodaira 187-8553 Japan
| | - Hikaru Takeuchi
- Division of Developmental Cognitive Neuroscience Institute of Development, Aging and Cancer Tohoku University Sendai 980-8575 Japan
| | - Carlos Makoto Miyauchi
- Department of Functional Brain Imaging Institute of Development, Aging and Cancer Tohoku University Sendai 980-8575 Japan
| | - Motoaki Sugiura
- Department of Functional Brain Imaging Institute of Development, Aging and Cancer Tohoku University Sendai 980-8575 Japan; Human and Social Response Research Division International Research Institute of Disaster Science Tohoku University Sendai 980-8575 Japan
| | - Eiichi Okumura
- Department of Epileptology Tohoku University Graduate School of Medicine Sendai 980-8575 Japan
| | - Takashi Sunda
- Mobility Services Laboratory Research Division 2 Nissan Motor Co., Ltd. Kanagawa 243-0123 Japan
| | - Toshiyuki Shimizu
- Mobility Services Laboratory Research Division 2 Nissan Motor Co., Ltd. Kanagawa 243-0123 Japan
| | - Eiji Tozuka
- Vehicle Test and Measurement Technology Development Department CAE and Testing Division 1 Nissan Motor Co., Ltd. Kanagawa 243-0192 Japan
| | - Satoru Hirose
- Mobility Services Laboratory Research Division 2 Nissan Motor Co., Ltd. Kanagawa 243-0123 Japan
| | - Tatsuyoshi Nanbu
- Prototype and Test Department Research Division 2 Nissan Motor Co., Ltd. Kanagawa 243-0123 Japan
| | - Ryuta Kawashima
- Department of Functional Brain Imaging Institute of Development, Aging and Cancer Tohoku University Sendai 980-8575 Japan; Smart Ageing International Research Center Institute of Development, Aging and Cancer Tohoku University Sendai 980-8575 Japan; Division of Developmental Cognitive Neuroscience Institute of Development, Aging and Cancer Tohoku University Sendai 980-8575 Japan
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9
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MEG—measured auditory steady-state oscillations show high test–retest reliability: A sensor and source-space analysis. Neuroimage 2015. [DOI: 10.1016/j.neuroimage.2015.07.055] [Citation(s) in RCA: 50] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
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10
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Baltus A, Herrmann CS. The importance of individual frequencies of endogenous brain oscillations for auditory cognition - A short review. Brain Res 2015; 1640:243-50. [PMID: 26453287 DOI: 10.1016/j.brainres.2015.09.030] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2015] [Revised: 09/15/2015] [Accepted: 09/25/2015] [Indexed: 10/22/2022]
Abstract
Oscillatory EEG activity in the human brain with frequencies in the gamma range (approx. 30-80Hz) is known to be relevant for a large number of cognitive processes. Interestingly, each subject reveals an individual frequency of the auditory gamma-band response (GBR) that coincides with the peak in the auditory steady state response (ASSR). A common resonance frequency of auditory cortex seems to underlie both the individual frequency of the GBR and the peak of the ASSR. This review sheds light on the functional role of oscillatory gamma activity for auditory processing. For successful processing, the auditory system has to track changes in auditory input over time and store information about past events in memory which allows the construction of auditory objects. Recent findings support the idea of gamma oscillations being involved in the partitioning of auditory input into discrete samples to facilitate higher order processing. We review experiments that seem to suggest that inter-individual differences in the resonance frequency are behaviorally relevant for gap detection and speech processing. A possible application of these resonance frequencies for brain computer interfaces is illustrated with regard to optimized individual presentation rates for auditory input to correspond with endogenous oscillatory activity. This article is part of a Special Issue entitled SI: Auditory working memory.
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Affiliation(s)
- Alina Baltus
- Experimental Psychology Lab, Department of Psychology, Cluster of Excellence "Hearing4all", European Medical School, Carl von Ossietzky University, Oldenburg, Germany
| | - Christoph Siegfried Herrmann
- Experimental Psychology Lab, Department of Psychology, Cluster of Excellence "Hearing4all", European Medical School, Carl von Ossietzky University, Oldenburg, Germany; Research Center Neurosensory Science, Carl von Ossietzky University, Oldenburg, Germany.
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11
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Baltus A, Herrmann CS. Auditory temporal resolution is linked to resonance frequency of the auditory cortex. Int J Psychophysiol 2015; 98:1-7. [PMID: 26268810 DOI: 10.1016/j.ijpsycho.2015.08.003] [Citation(s) in RCA: 33] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2015] [Revised: 08/04/2015] [Accepted: 08/07/2015] [Indexed: 11/17/2022]
Abstract
A brief silent gap embedded in an otherwise continuous sound is missed by a human listener when it falls below a certain threshold: the gap detection threshold. This can be interpreted as an indicator that auditory perception is a non-continuous process, during which acoustic input is fragmented into a discrete chain of events. Current research provides evidence for a covariation between rhythmic properties of speech and ongoing rhythmic activity in the brain. Therefore, the discretization of acoustic input is thought to facilitate speech processing. Ongoing oscillations in the auditory cortex are suggested to represent a neuronal mechanism which implements the discretization process and leads to a limited auditory temporal resolution. Since gap detection thresholds seem to vary considerably between individuals, the present study addresses the question of whether individual differences in the frequency of underlying ongoing oscillatory mechanisms can be associated with auditory temporal resolution. To address this question we determined an individual gap detection threshold and a preferred oscillatory frequency for each participant. The preferred frequency of the auditory cortex was identified using an auditory steady state response (ASSR) paradigm: amplitude-modulated sounds with modulation frequencies in the gamma range were presented binaurally; the frequency which elicited the largest spectral amplitude was considered the preferred oscillatory frequency. Our results show that individuals with higher preferred auditory frequencies perform significantly better in the gap detection task. Moreover, this correlation between oscillation frequency and gap detection was supported by high test-retest reliabilities for gap detection thresholds as well as preferred frequencies.
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Affiliation(s)
- Alina Baltus
- Experimental Psychology Lab, Department of Psychology, Cluster of Excellence "Hearing4all", European Medical School, Carl von Ossietzky University, Oldenburg, Germany
| | - Christoph Siegfried Herrmann
- Experimental Psychology Lab, Department of Psychology, Cluster of Excellence "Hearing4all", European Medical School, Carl von Ossietzky University, Oldenburg, Germany; Research Center Neurosensory Science, Carl von Ossietzky University, Oldenburg, Germany.
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Lin Y, Liu B, Liu Z, Gao X. EEG gamma-band activity during audiovisual speech comprehension in different noise environments. Cogn Neurodyn 2015; 9:389-98. [PMID: 26157512 DOI: 10.1007/s11571-015-9333-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2014] [Revised: 01/15/2015] [Accepted: 01/23/2015] [Indexed: 10/24/2022] Open
Abstract
The presence of cross-modal stochastic resonance in different noise environments has been proved in previous behavioral and event-related potential studies, while it was still unclear whether the gamma-band oscillation study was another evidence of cross-modal stochastic resonance. The multisensory gain of gamma-band activity between the audiovisual (AV) and auditory-only conditions in different noise environments was analyzed. Videos of face motion articulating words concordant with different levels of pink noise were used as stimuli. Signal-to-noise ratios (SNRs) of 0, -4, -8, -12 and -16 dB were selected to measure the speech recognition accuracy and EEG activity for 20 healthy subjects. The power and phase of EEG gamma-band oscillations increased in a time window of 50-90 ms. The multisensory gains of evoked and total activity, as well as phase-locking factor, were greatest at the -12 dB SNR, which were consistent with the behavioral result. The multisensory gain of gamma-band activity showed an inverted U-shaped curve as a function of SNR. This finding confirmed the presence of cross-modal stochastic resonance. In addition, there was a significant correlation between evoked activity and phase-locking factor of gamma-band at five different SNRs. Gamma-band oscillation was believed to play a role in the rapid processing and information linkage strengthening of AV modalities in the early stage of cognitive processes.
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Affiliation(s)
- Yanfei Lin
- School of Medicine, Tsinghua University, Beijing, 100084 People's Republic of China ; School of Information and Electronics, Beijing Institute of Technology, Beijing, 100081 People's Republic of China
| | - Baolin Liu
- School of Computer Science and Technology, Tianjin University, Tianjin, 300072 People's Republic of China
| | - Zhiwen Liu
- School of Information and Electronics, Beijing Institute of Technology, Beijing, 100081 People's Republic of China
| | - Xiaorong Gao
- School of Medicine, Tsinghua University, Beijing, 100084 People's Republic of China
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13
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McFadden KL, Steinmetz SE, Carroll AM, Simon ST, Wallace A, Rojas DC. Test-retest reliability of the 40 Hz EEG auditory steady-state response. PLoS One 2014; 9:e85748. [PMID: 24465679 PMCID: PMC3899078 DOI: 10.1371/journal.pone.0085748] [Citation(s) in RCA: 46] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2013] [Accepted: 12/02/2013] [Indexed: 11/19/2022] Open
Abstract
Auditory evoked steady-state responses are increasingly being used as a marker of brain function and dysfunction in various neuropsychiatric disorders, but research investigating the test-retest reliability of this response is lacking. The purpose of this study was to assess the consistency of the auditory steady-state response (ASSR) across sessions. Furthermore, the current study aimed to investigate how the reliability of the ASSR is impacted by stimulus parameters and analysis method employed. The consistency of this response across two sessions spaced approximately 1 week apart was measured in nineteen healthy adults using electroencephalography (EEG). The ASSR was entrained by both 40 Hz amplitude-modulated white noise and click train stimuli. Correlations between sessions were assessed with two separate analytical techniques: a) channel-level analysis across the whole-head array and b) signal-space projection from auditory dipoles. Overall, the ASSR was significantly correlated between sessions 1 and 2 (p<0.05, multiple comparison corrected), suggesting adequate test-retest reliability of this response. The current study also suggests that measures of inter-trial phase coherence may be more reliable between sessions than measures of evoked power. Results were similar between the two analysis methods, but reliability varied depending on the presented stimulus, with click train stimuli producing more consistent responses than white noise stimuli.
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Affiliation(s)
- Kristina L. McFadden
- Department of Psychiatry, University of Colorado Anschutz Medical Campus, Aurora, Colorado, United States of America
- School of Medicine, University of Colorado Anschutz Medical Campus, Aurora, Colorado, United States of America
| | - Sarah E. Steinmetz
- Department of Psychiatry, University of Colorado Anschutz Medical Campus, Aurora, Colorado, United States of America
- School of Medicine, University of Colorado Anschutz Medical Campus, Aurora, Colorado, United States of America
| | - Adam M. Carroll
- Department of Psychiatry, University of Colorado Anschutz Medical Campus, Aurora, Colorado, United States of America
| | - Steven T. Simon
- School of Medicine, University of Colorado Anschutz Medical Campus, Aurora, Colorado, United States of America
| | - Alissa Wallace
- Department of Psychiatry, University of Colorado Anschutz Medical Campus, Aurora, Colorado, United States of America
- School of Medicine, University of Colorado Anschutz Medical Campus, Aurora, Colorado, United States of America
| | - Donald C. Rojas
- Department of Psychiatry, University of Colorado Anschutz Medical Campus, Aurora, Colorado, United States of America
- School of Medicine, University of Colorado Anschutz Medical Campus, Aurora, Colorado, United States of America
- * E-mail:
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14
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Tan HRM, Lana L, Uhlhaas PJ. High-frequency neural oscillations and visual processing deficits in schizophrenia. Front Psychol 2013; 4:621. [PMID: 24130535 PMCID: PMC3793130 DOI: 10.3389/fpsyg.2013.00621] [Citation(s) in RCA: 40] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2013] [Accepted: 08/23/2013] [Indexed: 12/30/2022] Open
Abstract
Visual information is fundamental to how we understand our environment, make predictions, and interact with others. Recent research has underscored the importance of visuo-perceptual dysfunctions for cognitive deficits and pathophysiological processes in schizophrenia. In the current paper, we review evidence for the relevance of high frequency (beta/gamma) oscillations towards visuo-perceptual dysfunctions in schizophrenia. In the first part of the paper, we examine the relationship between beta/gamma band oscillations and visual processing during normal brain functioning. We then summarize EEG/MEG-studies which demonstrate reduced amplitude and synchrony of high-frequency activity during visual stimulation in schizophrenia. In the final part of the paper, we identify neurobiological correlates as well as offer perspectives for future research to stimulate further inquiry into the role of high-frequency oscillations in visual processing impairments in the disorder.
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Affiliation(s)
- Heng-Ru May Tan
- Institute of Neuroscience and Psychology, College of Science and Engineering and College of Medical, Veterinary and Life Sciences, University of Glasgow Glasgow, UK
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15
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Muthukumaraswamy SD. High-frequency brain activity and muscle artifacts in MEG/EEG: a review and recommendations. Front Hum Neurosci 2013; 7:138. [PMID: 23596409 PMCID: PMC3625857 DOI: 10.3389/fnhum.2013.00138] [Citation(s) in RCA: 361] [Impact Index Per Article: 32.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2013] [Accepted: 03/28/2013] [Indexed: 12/13/2022] Open
Abstract
In recent years high-frequency brain activity in the gamma-frequency band (30-80 Hz) and above has become the focus of a growing body of work in MEG/EEG research. Unfortunately, high-frequency neural activity overlaps entirely with the spectral bandwidth of muscle activity (~20-300 Hz). It is becoming appreciated that artifacts of muscle activity may contaminate a number of non-invasive reports of high-frequency activity. In this review, the spectral, spatial, and temporal characteristics of muscle artifacts are compared with those described (so far) for high-frequency neural activity. In addition, several of the techniques that are being developed to help suppress muscle artifacts in MEG/EEG are reviewed. Suggestions are made for the collection, analysis, and presentation of experimental data with the aim of reducing the number of publications in the future that may contain muscle artifacts.
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16
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Roach BJ, Ford JM, Hoffman RE, Mathalon DH. Converging evidence for gamma synchrony deficits in schizophrenia. SUPPLEMENTS TO CLINICAL NEUROPHYSIOLOGY 2013; 62:163-80. [PMID: 24053039 DOI: 10.1016/b978-0-7020-5307-8.00011-9] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
BACKGROUND In electroencephalogram (EEG) studies of auditory steady-state responses (ASSRs), patients with schizophrenia show a deficit in power and/or phase-locking, particularly at the 40 Hz frequency where these responses resonate. In addition, studies of the transient gamma-band response (GBR) elicited by single tones have revealed deficits in gamma power and phase-locking in schizophrenia. We examined the degree to which the 40 Hz ASSR and the transient GBR to single tones are correlated and whether they assess overlapping or distinct gamma-band abnormalities in schizophrenia. METHODS EEG was recorded during 40 Hz ASSR and auditory oddball paradigms from 28 patients with schizophrenia or schizoaffective disorder (SZ) and 25 age- and gender-matched healthy controls (HC). The ASSR was elicited by 500 ms click trains, and the transient GBR was elicited by the standard tones from the oddball paradigm. Gamma phase and magnitude values, calculated using Morlet wavelet transformations, were used to derive total power and phase-locking measures. RESULTS Relative to HC, SZ patients had significant deficits in total gamma power and phase-locking for both ASSR- and GBR-based measures. Within both groups, the 40 Hz ASSR and GBR phase-locking measures were significantly correlated, with a similar trend evident for the total power measures. Moreover, co-varying for GBR substantially reduced 40 Hz ASSR power and phase-locking differences between the groups. CONCLUSIONS 40 Hz ASSR and transient GBR measures provide very similar information about auditory gamma abnormalities in schizophrenia, despite the overall enhancement of 40 Hz ASSR total power and phase-locking values relative to the corresponding GBR values.
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Affiliation(s)
- B J Roach
- Northern California Institute for Research and Education, San Francisco, CA 94121, USA
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17
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Cervenka MC, Franaszczuk PJ, Crone NE, Hong B, Caffo BS, Bhatt P, Lenz FA, Boatman-Reich D. Reliability of early cortical auditory gamma-band responses. Clin Neurophysiol 2013; 124:70-82. [PMID: 22771035 PMCID: PMC3468656 DOI: 10.1016/j.clinph.2012.06.003] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2011] [Revised: 05/10/2012] [Accepted: 06/14/2012] [Indexed: 11/15/2022]
Abstract
OBJECTIVE To evaluate the test-retest reliability of event-related power changes in the 30-150 Hz gamma frequency range occurring in the first 150 ms after presentation of an auditory stimulus. METHODS Repeat intracranial electrocorticographic (ECoG) recordings were performed with 12 epilepsy patients, at ≥1-day intervals, using a passive odd-ball paradigm with steady-state tones. Time-frequency matching pursuit analysis was used to quantify changes in gamma-band power relative to pre-stimulus baseline. Test-retest reliability was estimated based on within-subject comparisons (paired t-test, McNemar's test) and correlations (Spearman rank correlations, intra-class correlations) across sessions, adjusting for within-session variability. Reliability estimates of gamma-band response robustness, spatial concordance, and reproducibility were compared with corresponding measurements from concurrent auditory evoked N1 responses. RESULTS All patients showed increases in gamma-band power, 50-120 ms post-stimulus onset, that were highly robust across recordings, comparable to the evoked N1 responses. Gamma-band responses occurred regardless of patients' performance on behavioral tests of auditory processing, medication changes, seizure focus, or duration of test-retest interval. Test-retest reproducibility was greatest for the timing of peak power changes in the high-gamma range (65-150 Hz). Reliability of low-gamma responses and evoked N1 responses improved at higher signal-to-noise levels. CONCLUSIONS Early cortical auditory gamma-band responses are robust, spatially concordant, and reproducible over time. SIGNIFICANCE These test-retest ECoG results confirm the reliability of auditory gamma-band responses, supporting their utility as objective measures of cortical processing in clinical and research studies.
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Affiliation(s)
- Mackenzie C. Cervenka
- Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Piotr J. Franaszczuk
- Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Human Research and Engineering Directorate, U.S. Army Research Laboratory, Aberdeen Proving Ground, MD, USA
| | - Nathan E. Crone
- Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Bo Hong
- Department of Biomedical Engineering, Tsinghua University School of Medicine, Beijing, China
| | - Brian S. Caffo
- Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Paras Bhatt
- Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Frederick A. Lenz
- Department of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Dana Boatman-Reich
- Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
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18
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Sun Y, Farzan F, Barr MS, Kirihara K, Fitzgerald PB, Light GA, Daskalakis ZJ. Gamma oscillations in schizophrenia: Mechanisms and clinical significance. Brain Res 2011; 1413:98-114. [DOI: 10.1016/j.brainres.2011.06.065] [Citation(s) in RCA: 78] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2011] [Revised: 06/28/2011] [Accepted: 06/29/2011] [Indexed: 12/23/2022]
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19
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Auditory event-related response in visual cortex modulates subsequent visual responses in humans. J Neurosci 2011; 31:7729-36. [PMID: 21613485 DOI: 10.1523/jneurosci.1076-11.2011] [Citation(s) in RCA: 56] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Growing evidence from electrophysiological data in animal and human studies suggests that multisensory interaction is not exclusively a higher-order process, but also takes place in primary sensory cortices. Such early multisensory interaction is thought to be mediated by means of phase resetting. The presentation of a stimulus to one sensory modality resets the phase of ongoing oscillations in another modality such that processing in the latter modality is modulated. In humans, evidence for such a mechanism is still sparse. In the current study, the influence of an auditory stimulus on visual processing was investigated by measuring the electroencephalogram (EEG) and behavioral responses of humans to visual, auditory, and audiovisual stimulation with varying stimulus-onset asynchrony (SOA). We observed three distinct oscillatory EEG responses in our data. An initial gamma-band response around 50 Hz was followed by a beta-band response around 25 Hz, and a theta response around 6 Hz. The latter was enhanced in response to cross-modal stimuli as compared to either unimodal stimuli. Interestingly, the beta response to unimodal auditory stimuli was dominant in electrodes over visual areas. The SOA between auditory and visual stimuli--albeit not consciously perceived--had a modulatory impact on the multisensory evoked beta-band responses; i.e., the amplitude depended on SOA in a sinusoidal fashion, suggesting a phase reset. These findings further support the notion that parameters of brain oscillations such as amplitude and phase are essential predictors of subsequent brain responses and might be one of the mechanisms underlying multisensory integration.
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20
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Hall MH, Spencer KM, Schulze K, McDonald C, Kalidindi S, Kravariti E, Kane F, Murray RM, Bramon E, Sham P, Rijsdijk F. The genetic and environmental influences of event-related gamma oscillations on bipolar disorder. Bipolar Disord 2011; 13:260-71. [PMID: 21676129 PMCID: PMC3119203 DOI: 10.1111/j.1399-5618.2011.00925.x] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
OBJECTIVES Gamma oscillations have been proposed to play an important role in neural information coding. There have been a limited number of electrophysiology studies in evoked gamma band responses (GBRs) in bipolar disorder (BPD). It is also unclear whether GBR deficits, if present, are potential endophenotypes for BPD as little is known about the heritability of GBRs. The present study aimed to examine whether GBRs derived from two auditory tasks, the oddball task and the dual-click paradigm, are potential BPD endophenotypes. METHODS A total of 308 subjects were included in this study: 198 healthy controls, 59 BPD patients (22 monozygotic BPD twins and 37 BPD patients from 31 families), and 51 unaffected relatives. The evoked gamma responses were calculated using a Morlet wavelet transformation. Structural equation modelling was applied to obtain the genetic (heritability) and environment estimates in each GBR variable and their (genetic) overlap with BPD. RESULTS The heritability estimates of GBR to standard stimuli were 0.51 and 0.35 to target stimuli in the oddball task. However, neither response type was impaired in BPD patients or their unaffected relatives. The heritability estimates of GBR to S1 stimuli were 0.54 and 0.50 to S2 stimuli in the dual-click paradigm. BPD patients had reduced gamma power and suppression to S1 stimuli but their unaffected relatives did not. CONCLUSIONS Evoked GBRs are heritable traits. However, GBR deficits are not observed in clinically unaffected relatives nor associated with BPD. Gamma responses do not appear to satisfy criteria for being BPD endophenotypes.
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Affiliation(s)
- Mei-Hua Hall
- Psychology Research Laboratory, Harvard Medical School, McLean Hospital Research Service, Boston, MA, USA.
| | - Kevin M Spencer
- Research Service, VA Boston Healthcare System and Department of Psychiatry, Harvard Medical School, Boston, MA, USA
| | - Katja Schulze
- Division of Psychological Medicine, Institute of Psychiatry, King’s College London, London, UK
| | - Colm McDonald
- Department of Psychiatry, Clinical Science Institute, National University of Ireland, Galway, Ireland
| | - Sridevi Kalidindi
- Social, Genetic Developmental Psychiatry Research Centre, Institute of Psychiatry, King’s College London, London, UK
| | - Eugenia Kravariti
- Division of Psychological Medicine, Institute of Psychiatry, King’s College London, London, UK
| | - Fergus Kane
- Division of Psychological Medicine, Institute of Psychiatry, King’s College London, London, UK
| | - Robin M Murray
- Division of Psychological Medicine, Institute of Psychiatry, King’s College London, London, UK
| | - Elvira Bramon
- Division of Psychological Medicine, Institute of Psychiatry, King’s College London, London, UK
| | - Pak Sham
- Department of Psychiatry, University of Hong Kong, Hong Kong, China
| | - Frühling Rijsdijk
- Social, Genetic Developmental Psychiatry Research Centre, Institute of Psychiatry, King’s College London, London, UK
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Zaehle T, Lenz D, Ohl FW, Herrmann CS. Resonance phenomena in the human auditory cortex: individual resonance frequencies of the cerebral cortex determine electrophysiological responses. Exp Brain Res 2010; 203:629-35. [PMID: 20449728 DOI: 10.1007/s00221-010-2265-8] [Citation(s) in RCA: 43] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2009] [Accepted: 04/15/2010] [Indexed: 11/29/2022]
Abstract
The brain can be considered a dynamical system which is able to oscillate at multiple frequencies. To study the brain's preferred oscillation frequencies, the resonance frequencies in the frequency response of the system can be assessed by stimulating the brain at various stimulation frequencies. Furthermore, the event-related potential (ERP) can be considered as the brain's impulse response. For linear dynamical systems, the frequency response should be equivalent to the frequency transform of the impulse response. The present study test whether this fundamental relation is also true for the frequency transform of the ERP and the frequency response of the brain. Results show that the spectral characteristics of both impulse and frequency response in the gamma frequency range are significantly correlated. Thus, we speculate that the resonance frequencies determine the frequency spectrum of the impulse response. This, in turn, implies that both measures are determined by the same, individually specific, neuronal generator mechanisms.
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Affiliation(s)
- T Zaehle
- Department of Neurology, Otto-von-Guericke University Magdeburg, Magdeburg, Germany
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22
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Lenz D, Krauel K, Flechtner HH, Schadow J, Hinrichs H, Herrmann CS. Altered evoked gamma-band responses reveal impaired early visual processing in ADHD children. Neuropsychologia 2010; 48:1985-93. [PMID: 20350556 DOI: 10.1016/j.neuropsychologia.2010.03.019] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2009] [Revised: 02/19/2010] [Accepted: 03/19/2010] [Indexed: 01/09/2023]
Abstract
Neurophysiological studies yield contrary results whether attentional problems of patients with attention-deficit/hyperactivity disorder (ADHD) are related to early visual processing deficits or not. Evoked gamma-band responses (GBRs), being among the first cortical responses occurring as early as 90ms after visual stimulation in human EEG, have been assigned a pivotal role in early visual processing. In particular, they are involved in memory matching processes and are enhanced when known stimuli are processed. The current study examined whether evoked GBR patterns during early memory matching processes could be indicative of an early visual processing deficit in ADHD patients. EEG was recorded from 13 young ADHD patients as well as 13 age-matched healthy participants. Both groups performed a simple forced choice reaction task employing line drawings of either known real-world items with representations in long-term memory or physically similar unknown items without such representations. Evoked GBRs of ADHD patients did not differentiate between known and unknown items. However, in healthy children, evoked GBRs were enhanced when stimuli matched a representation stored in memory. This finding indicates disadvantages at early visual processing stages in ADHD patients: In contrast to healthy participants, ADHD children lack an early memory based classification, possibly resulting in an impaired ability to rapidly reallocate attentional resources to relevant stimuli. These findings suggest that impaired early automatic stimulus classification in ADHD patients could be involved in deficits of selective and sustained attention.
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Affiliation(s)
- Daniel Lenz
- Otto-von-Guericke-University Magdeburg, Clinic for Child and Adolescent Psychiatry, Leipziger Str. 44, 39120 Magdeburg, Germany
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Keil A, Müller MM. Feature selection in the human brain: electrophysiological correlates of sensory enhancement and feature integration. Brain Res 2009; 1313:172-84. [PMID: 20005214 DOI: 10.1016/j.brainres.2009.12.006] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2009] [Revised: 11/30/2009] [Accepted: 12/02/2009] [Indexed: 11/29/2022]
Abstract
This study examined the latency and amplitude of cortical processes associated with feature-based visual selective attention, using frequency-domain and time-domain measures derived from dense-array electroencephalography. Participants were asked to identify targets based on conjunctions of three types of object features (color, size, and completeness). This procedure aimed to examine (1) the modulation of sensory responses to one or more stimulus features characterizing an object and (2) the facilitation and reduction effects associated with competing features, attended and unattended, in the same object. The selection negativity, an event-related potential measure of sensory amplification for attended features, showed a parametric increase of amplitude as a function of the number of attended features. Late oscillations in the gamma band range were also smaller for stimuli with one or more non-attended visual features but were enhanced for stimuli sharing the overall gestalt with the target. The latency of this late gamma modulation was delayed when two target features were combined, compared to one single discriminative feature. Latency analyses also showed that late bursts of induced high-frequency oscillatory activity peaked around 60 ms later than the selection negativity. Oscillatory activity reflected both selective amplification and competition between object features. These results suggest that sensory amplification of selected features is followed by integrative processing in more widespread networks. Oscillatory activity in these networks is reduced by distraction and is enhanced when attended features can be mapped to specific action.
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24
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Muthukumaraswamy SD, Singh KD, Swettenham JB, Jones DK. Visual gamma oscillations and evoked responses: variability, repeatability and structural MRI correlates. Neuroimage 2009; 49:3349-57. [PMID: 19944770 DOI: 10.1016/j.neuroimage.2009.11.045] [Citation(s) in RCA: 121] [Impact Index Per Article: 8.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2009] [Revised: 11/11/2009] [Accepted: 11/18/2009] [Indexed: 02/04/2023] Open
Abstract
There is increasing interest in the role gamma oscillations ( approximately 40 Hz) play in visual information processing. Despite this interest, and in contrast to the classically studied visual evoked potential, surprisingly little is known about the intra-individual repeatability of induced gamma oscillations. Similarly, little is known about inter-individual variability in terms of gamma oscillation frequency, bandwidth and amplitude with no extant normative data for these parameters. The purpose of the current study was therefore to examine the repeatability of visual gamma oscillations and to provide the first normative data on them. Our results demonstrate that evoked responses were highly repeatable across recording sessions whereas for induced visual gamma oscillations a large amount of inter-individual variability existed in terms of frequency, bandwidth and amplitude. However, these parameters and the general morphology of the gamma band response were stable within the same individuals for at least 4 weeks. The high degree of individual variability in gamma oscillations for gamma amplitude, bandwidth and frequency suggests that between-group studies on gamma oscillations will be difficult, requiring relatively large amounts of data to detect differences. However, the high degree of individual repeatability for gamma oscillation frequency, bandwidth and amplitude suggests that these dependent variables will be well suited for repeated-measure designs such as pharmacological studies. A number of individuals are described which show clear evoked responses yet a near absence of gamma oscillations and vice versa suggesting dissociations between the generative mechanisms of these responses. Our results also demonstrate that gamma frequency tends to decline with age and is positively correlated with the thickness of the pericalcarine cortex.
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25
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Herrmann CS, Fründ I, Lenz D. Human gamma-band activity: a review on cognitive and behavioral correlates and network models. Neurosci Biobehav Rev 2009; 34:981-92. [PMID: 19744515 DOI: 10.1016/j.neubiorev.2009.09.001] [Citation(s) in RCA: 194] [Impact Index Per Article: 12.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2008] [Revised: 06/03/2009] [Accepted: 09/01/2009] [Indexed: 10/20/2022]
Abstract
Gamma-band oscillations (roughly 30-100 Hz) in human and animal EEG have received considerable attention in the past due to their correlations with cognitive processes. Here, we want to sketch how some of the higher cognitive functions can be explained by memory processes which are known to modulate gamma activity. Especially, the function of binding together the multiple features of a perceived object requires a comparison with contents stored in memory. In addition, we review recent findings about the actual behavioral relevance of human gamma-band activity. Interestingly, rather simple models of spiking neurons are not only able to generate oscillatory activity within the gamma-band range, but even show modulations of these oscillations in line with findings from human experiments.
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Affiliation(s)
- Christoph S Herrmann
- Department of Experimental Psychology, Carl-von-Ossietzky University, Oldenburg, Germany.
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26
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Difference in gamma-band phase synchronization during semantic processing of visually presented words from primary and secondary languages. Brain Res 2009; 1291:82-91. [DOI: 10.1016/j.brainres.2009.07.044] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2009] [Revised: 07/13/2009] [Accepted: 07/15/2009] [Indexed: 11/20/2022]
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27
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Fründ I, Ohl FW, Herrmann CS. Spike-timing-dependent plasticity leads to gamma band responses in a neural network. BIOLOGICAL CYBERNETICS 2009; 101:227-240. [PMID: 19789891 DOI: 10.1007/s00422-009-0332-7] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/25/2008] [Accepted: 08/27/2009] [Indexed: 05/28/2023]
Abstract
Early gamma band responses of the human electroencephalogram have been identified as an early interface linking top-down and bottom-up processing. This was based on findings that observed strong sensitivity of this signal to stimulus size and at the same time, to processes of attention and memory. Here, we simulate these findings in a simple random network of biologically plausible spiking neurons. During a learning phase, different stimuli were presented to the network and the synaptic connections were modified according to a spike-timing-dependent plasticity learning rule. In a subsequent test phase, we stimulated the network with (i) patterns of different sizes to simulate bottom-up effects and (ii) with patterns that were or were not presented during the learning phase. The network displayed qualitatively similar behavior as early gamma band responses measured from the scalp of human subjects: there was a general increase in response strength with increasing stimulus size and stronger responses for learned stimuli. We demonstrated that within one neural architecture early gamma band responses can be modulated both by bottom-up factors and by basal learning mechanisms mediated via spike-timing-dependent plasticity.
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Affiliation(s)
- Ingo Fründ
- Bernstein Group for Computational Neuroscience, Magdeburg, Germany.
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Zaehle T, Fründ I, Schadow J, Thärig S, Schoenfeld MA, Herrmann CS. Inter- and intra-individual covariations of hemodynamic and oscillatory gamma responses in the human cortex. Front Hum Neurosci 2009; 3:8. [PMID: 19562088 PMCID: PMC2701679 DOI: 10.3389/neuro.09.008.2009] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2009] [Accepted: 05/12/2009] [Indexed: 11/20/2022] Open
Abstract
The time course of local field potentials (LFPs) displaying typical discharge frequencies in the gamma frequency range highly correlates with the blood oxygen level dependent (BOLD) signal in response to rotating checkerboard stimuli in animals. In humans, oscillatory gamma-band responses (GBRs) show strong inter-individual variations in frequency and amplitude but considerable intra-individual reliability indicating that individual gamma activity reflects a personal trait. While the functional role of these GBRs is still debated, investigations combining electroencephalography–functional magnetic resonance imaging (EEG–fMRI) measurements provide a tool to obtain further insights into the underlying functional architecture of the human brain and will shed light onto the understanding of the dynamic relation between the BOLD signal and the properties of the electrical activity recorded on the scalp. We investigated the relation between the hemodynamic response and evoked gamma-band response (eGBR) to visual stimulation. We tested the hypothesis that the amplitude of human eGBRs and BOLD responses covary intra-individually as a function of stimulation as well as inter-individually as a function of gamma-trait. Seventeen participants performed visual discrimination tasks during separate EEG and fMRI recordings. Results revealed that visual stimuli that evoked high GBRs also elicited strong BOLD responses in the human V1/V2 complex. Furthermore, inter-individual variations of BOLD responses to visual stimuli in the bilateral primary (Area 17) and secondary (Area V5/MT) visual cortex and the right hippocampal formation were correlated with the individual gamma-trait of the subjects. The present study further supports the notion that neural oscillations in the gamma frequency range are involved in the cascade of neural processes that underlie the hemodynamic responses measured with fMRI.
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Affiliation(s)
- Tino Zaehle
- Department of Biological Psychology, Otto-von-Guericke University Magdeburg Magdeburg, Germany
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Putnam KM, Pizzagalli DA, Gooding DC, Kalin NH, Davidson RJ. Neural activity and diurnal variation of cortisol: evidence from brain electrical tomography analysis and relevance to anhedonia. Psychophysiology 2008; 45:886-95. [PMID: 18823425 PMCID: PMC2785006 DOI: 10.1111/j.1469-8986.2008.00697.x] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
The medial prefrontal cortex (mPFC), hippocampus, and amygdala are implicated in the regulation of affect and physiological processes, including hypothalamic-pituitary-adrenal (HPA) axis function. Anhedonia is likely associated with dysregulation of these processes. Dense-array resting electroencephalographic and cortisol were obtained from healthy and anhedonic groups. Low-resolution electromagnetic tomography was used to compute intracerebral current density. For the control group, voxelwise analyses found a relationship between current density in beta and gamma bands and steeper cortisol slope (indicative of more adaptive HPA axis functioning) in regions of the hippocampus, parahippocampal gyrus, and mPFC. For the anhedonic group, the mPFC finding was absent. Anhedonia may be characterized by disruptions of mPFC-mediated neuroendocrine regulation, which could constitute a vulnerability to the development of stress-related disorders.
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Affiliation(s)
- Katherine M Putnam
- National Center for PTSD, VA Boston Healthcare Center, Department of Psychiatry, Boston University School of Medicine, Boston, Massachusetts 02130, USA. katherine.putnam.va.gov
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30
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Increased EEG gamma band activity in Alzheimer's disease and mild cognitive impairment. J Neural Transm (Vienna) 2008; 115:1301-11. [PMID: 18607528 PMCID: PMC2525849 DOI: 10.1007/s00702-008-0083-y] [Citation(s) in RCA: 100] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2008] [Accepted: 06/15/2008] [Indexed: 11/06/2022]
Abstract
High frequency (30–70 Hz) gamma band oscillations in the human electro-encephalogram (EEG) are thought to reflect perceptual and cognitive processes. It is therefore interesting to study these measures in cognitive impairment and dementia. To evaluate gamma band oscillations as a diagnostic biomarker in Alzheimer’s disease (AD) and mild cognitive impairment (MCI), 15 psychoactive drug naïve AD patients, 20 MCI patients and 20 healthy controls participated in this study. Gamma band power (GBP) was measured in four conditions viz. resting state, music listening, story listening and visual stimulation. To evaluate test–retest reliability (TRR), subjects underwent a similar assessment one week after the first. The overall TRR was high. Elevated GBP was observed in AD when compared to MCI and control subjects in all conditions. The results suggest that elevated GBP is a reproducible and sensitive measure for cognitive dysfunction in AD in comparison with MCI and controls.
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Lenz D, Krauel K, Schadow J, Baving L, Duzel E, Herrmann CS. Enhanced gamma-band activity in ADHD patients lacks correlation with memory performance found in healthy children. Brain Res 2008; 1235:117-32. [PMID: 18598680 DOI: 10.1016/j.brainres.2008.06.023] [Citation(s) in RCA: 45] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2008] [Revised: 05/21/2008] [Accepted: 06/10/2008] [Indexed: 11/15/2022]
Abstract
Previous electrophysiological as well as imaging research has contributed to the understanding of impairments in attention, executive functions, and memory in patients with attention-deficit/hyperactivity disorder (ADHD). However, there is a lack of studies investigating ADHD related differences in the gamma range of human electroencephalogram (EEG), although gamma activity is strongly associated with cognitive processes impaired in ADHD patients and is also modulated by dopamine polymorphisms linked with ADHD. To close this gap, the present study compared gamma activity in ADHD children with that of healthy controls and correlated it with memory performance. EEG was recorded from 13 ADHD patients as well as 13 healthy control subjects during the encoding phase of a visual memory paradigm. In a subsequent recognition test, participants had to judge pictures as being old or new. Analysis of evoked gamma-band responses (GBRs) during stimulus encoding revealed a strong task-related enhancement for ADHD patients in parieto-occipital areas. Interestingly, this augmentation was not associated with recognition performance, whereas healthy subjects exhibited a strong positive correlation between evoked gamma activity during stimulus encoding and subsequent recognition performance. We interpret this finding as evidence of enhanced excitation levels and unspecific activation of processing resources in ADHD patients. Furthermore, enhanced GBRs in ADHD could also indicate a decrease of neuronal signal-to-noise ratio, partially caused by the genetic variations within the dopaminergic pathway of ADHD patients. The involved genetic polymorphisms have been shown to modulate evoked GBRs, which therefore could be a possible marker of impaired neurotransmission in ADHD.
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Affiliation(s)
- Daniel Lenz
- Otto-von-Guericke-University Magdeburg, Department of Biological Psychology, P.O. Box 4120, 39016 Magdeburg, Germany
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32
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Anticipation of natural stimuli modulates EEG dynamics: physiology and simulation. Cogn Neurodyn 2008; 2:89-100. [PMID: 19003476 DOI: 10.1007/s11571-008-9043-3] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2008] [Revised: 03/27/2008] [Accepted: 03/30/2008] [Indexed: 10/22/2022] Open
Abstract
In everyday life we often encounter situations in which we can expect a visual stimulus before we actually see it. Here, we study the impact of such stimulus anticipation on the actual response to a visual stimulus. Participants were to indicate the sex of deer and cattle on photographs of the respective animals. On some trials, participants were cued on the species of the upcoming animal whereas on other trials this was not the case. Time frequency analysis of the simultaneously recorded EEG revealed modulations by this cue stimulus in two time windows. Early [Formula: see text] spectral responses [Formula: see text] displayed strongest stimulus-locking for stimuli that were preceded by a cue if they were sufficiently large. Late [Formula: see text] responses displayed enhanced amplitudes in response to large stimuli and to stimuli that were preceded by a cue. For late responses, however, no interaction between cue and stimulus size was observed. We were able to explain these results in a simulation by prestimulus gain modulations (early response) and by decreased response thresholds (late response). Thus, it seems plausible, that stimulus anticipation results in a pretuning of local neural populations.
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Dan Glauser ES, Scherer KR. Neuronal Processes Involved in Subjective Feeling Emergence: Oscillatory Activity During an Emotional Monitoring Task. Brain Topogr 2008; 20:224-31. [DOI: 10.1007/s10548-008-0048-3] [Citation(s) in RCA: 30] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2007] [Accepted: 02/11/2008] [Indexed: 11/29/2022]
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Fründ I, Busch NA, Schadow J, Gruber T, Körner U, Herrmann CS. Time pressure modulates electrophysiological correlates of early visual processing. PLoS One 2008; 3:e1675. [PMID: 18301752 PMCID: PMC2243021 DOI: 10.1371/journal.pone.0001675] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2007] [Accepted: 01/18/2008] [Indexed: 12/31/2022] Open
Abstract
BACKGROUND Reactions to sensory events sometimes require quick responses whereas at other times they require a high degree of accuracy-usually resulting in slower responses. It is important to understand whether visual processing under different response speed requirements employs different neural mechanisms. METHODOLOGY/PRINCIPAL FINDINGS We asked participants to classify visual patterns with different levels of detail as real-world or non-sense objects. In one condition, participants were to respond immediately, whereas in the other they responded after a delay of 1 second. As expected, participants performed more accurately in delayed response trials. This effect was pronounced for stimuli with a high level of detail. These behavioral effects were accompanied by modulations of stimulus related EEG gamma oscillations which are an electrophysiological correlate of early visual processing. In trials requiring speeded responses, early stimulus-locked oscillations discriminated real-world and non-sense objects irrespective of the level of detail. For stimuli with a higher level of detail, oscillatory power in a later time window discriminated real-world and non-sense objects irrespective of response speed requirements. CONCLUSIONS/SIGNIFICANCE Thus, it seems plausible to assume that different response speed requirements trigger different dynamics of processing.
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Affiliation(s)
- Ingo Fründ
- Institute of Psychology, Department of Biological Psychology, Otto-von-Guericke University, Magdeburg, Germany
- Bernstein Group for Computational Neuroscience, Magdeburg, Germany
- Leibniz Institute for Neurobiology, Magdeburg, Germany
| | - Niko A. Busch
- Institute of Psychology, Department of Biological Psychology, Otto-von-Guericke University, Magdeburg, Germany
- Centre de Recherche Cerveau et Cognition, Centre National de la Recherche Scientifique (CNRS), Université Paul Sabatier, Toulouse, France
| | - Jeanette Schadow
- Institute of Psychology, Department of Biological Psychology, Otto-von-Guericke University, Magdeburg, Germany
| | - Thomas Gruber
- Institute of Psychology I, University of Leipzig, Leipzig, Germany
| | | | - Christoph S. Herrmann
- Institute of Psychology, Department of Biological Psychology, Otto-von-Guericke University, Magdeburg, Germany
- Bernstein Group for Computational Neuroscience, Magdeburg, Germany
- Center for Behavioral Brain Sciences, Magdeburg, Germany
- * To whom correspondence should be addressed. E-mail:
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