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Briden M, Norouzi N. Toward metacognition: subject-aware contrastive deep fusion representation learning for EEG analysis. BIOLOGICAL CYBERNETICS 2023; 117:363-372. [PMID: 37402000 PMCID: PMC10600301 DOI: 10.1007/s00422-023-00967-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/30/2022] [Accepted: 05/26/2023] [Indexed: 07/05/2023]
Abstract
We propose a subject-aware contrastive learning deep fusion neural network framework for effectively classifying subjects' confidence levels in the perception of visual stimuli. The framework, called WaveFusion, is composed of lightweight convolutional neural networks for per-lead time-frequency analysis and an attention network for integrating the lightweight modalities for final prediction. To facilitate the training of WaveFusion, we incorporate a subject-aware contrastive learning approach by taking advantage of the heterogeneity within a multi-subject electroencephalogram dataset to boost representation learning and classification accuracy. The WaveFusion framework demonstrates high accuracy in classifying confidence levels by achieving a classification accuracy of 95.7% while also identifying influential brain regions.
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Affiliation(s)
- Michael Briden
- Baskin Engineering, UC Santa Cruz, 1156 High Street, Santa Cruz, CA 95064 USA
| | - Narges Norouzi
- Electrical Engineering and Computer Sciences Department, UC Berkeley, Soda Hall, Berkeley, CA 94709 USA
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2
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Human visual processing during walking: Dissociable pre- and post-stimulus influences. Neuroimage 2022; 264:119757. [PMID: 36414209 PMCID: PMC9771827 DOI: 10.1016/j.neuroimage.2022.119757] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2022] [Revised: 11/15/2022] [Accepted: 11/18/2022] [Indexed: 11/21/2022] Open
Abstract
Walking influences visual processing but the underlying mechanism remains poorly understood. In this study, we investigated the influence of walking on pre-stimulus and stimulus-induced visual neural activity and behavioural performance in a discrimination task while participants were standing or freely walking. The results showed dissociable pre- and post-stimulus influences by the movement state. Walking was associated with a reduced pre-stimulus alpha power, which predicted enhanced N1 and decreased P3 components during walking. This pre-stimulus alpha activity was additionally modulated by time on the task, which was paralleled by a similar behavioural modulation. In contrast, the post-stimulus alpha power was reduced in its modulation due to stimulus onset during walking but showed no evidence of modulation by time on the task. Additionally, stimulus parameters (eccentricity, laterality, distractor presence significantly influenced post-stimulus alpha power, whereas the visually evoked components showed no evidence of such an influence. There was further no evidence of a correlation between pre-stimulus and post stimulus alpha power. We conclude that walking has two dissociable influences on visual processing: while the walking induced reduction in alpha power suggests an attentional state change that relates to visual awareness, the post-stimulus influence on alpha power modulation indicates changed spatial visual processing during walking.
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Sun W, Chao G, Shang M, Wu Q, Xia Y, Wei Q, Zhou J, Liao L. Optic nerve injury models under varying forces. Int Ophthalmol 2022; 43:757-769. [PMID: 36038691 PMCID: PMC10042766 DOI: 10.1007/s10792-022-02476-2] [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: 05/05/2022] [Accepted: 08/20/2022] [Indexed: 11/25/2022]
Abstract
PURPOSE To explore the pathological changes in optic nerve injury models under varying forces. METHODS The rats were classified into 4 groups: sham operation (SH), 0.1, 0.3, and 0.5 N. Modeling was performed using the lateral optic nerve pulling method. Seven days after modeling, Brn3a immunofluorescence was used to detect retinal ganglion cell (RGC) number, terminal deoxynucleotidyl transferase dUTP nick end labeling (TUNEL) staining was used to detect RGC apoptosis, and flash visual evoked potential (FVEP) was used to detect the optic nerve function on days 1, 3, and 7 after modeling. In addition, LC3 II and P62 expression levels in retinal tissues were detected by western blotting to observe the changes in autophagy levels. RESULTS RGC number decreased 7 d after modeling, and it showed a downward trend with increasing damaging force. The number of apoptotic RGCs in ganglion cell layer in the 0.3 and 0.5 N groups was increased and was higher than that in the 0.1 N group. The difference in FVEP of rats in each group was mainly reflected in the P2 peak latency. LC3 II and P62 expression levels in retinal tissue of 0.3 and 0.5 N groups were higher than those of the SH and 0.1 groups; however, the difference between the 0.1 N and SH groups was not statistically significant. CONCLUSION Precisely controlling the force of the optic nerve clamping injury model is necessary because different forces acting on the optic nerve will lead to differences in the loss of optic neurons, the conduction function of the optic nerve, and autophagy level in retinal tissues.
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Affiliation(s)
- Wu Sun
- Beijing University of Chinese Medicine, Beijing, China
| | - Guojun Chao
- Eye Hospital Chinese Academy of Chinese Medical Sciences, Beijing, China
| | - Mengqiu Shang
- Beijing University of Chinese Medicine, Beijing, China
| | - Qiong Wu
- Beijing Tongren Hospital, Beijing, China
| | - Yanting Xia
- Dongfang Hospital Beijing University of Chinese Medicine, Beijing, China
| | - Qiping Wei
- Dongfang Hospital Beijing University of Chinese Medicine, Beijing, China
| | - Jian Zhou
- Beijing University of Chinese Medicine, Beijing, China.
- Dongfang Hospital Beijing University of Chinese Medicine, Beijing, China.
- Department of Ophthalmology, Dongfang Hospital, Beijing University of Chinese Medicine, Beijing, 100078, China.
- , No. 6, District 1, Fangxing Garden, Fangzhuang, Fengtai District, Beijing, 100078, China.
| | - Liang Liao
- Beijing University of Chinese Medicine, Beijing, China.
- Dongfang Hospital Beijing University of Chinese Medicine, Beijing, China.
- Department of Ophthalmology, Dongfang Hospital, Beijing University of Chinese Medicine, Beijing, 100078, China.
- , No. 6, District 1, Fangxing Garden, Fangzhuang, Fengtai District, Beijing, 100078, China.
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Cañigueral R, Palmer J, Ashwood KL, Azadi B, Asherson P, Bolton PF, McLoughlin G, Tye C. Alpha oscillatory activity during attentional control in children with Autism Spectrum Disorder (ASD), Attention-Deficit/Hyperactivity Disorder (ADHD), and ASD+ADHD. J Child Psychol Psychiatry 2022; 63:745-761. [PMID: 34477232 DOI: 10.1111/jcpp.13514] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 08/13/2021] [Indexed: 12/01/2022]
Abstract
BACKGROUND Autism Spectrum Disorder (ASD) and Attention-Deficit/Hyperactivity Disorder (ADHD) share impairments in top-down and bottom-up modulation of attention. However, it is not yet well understood if co-occurrence of ASD and ADHD reflects a distinct or additive profile of attention deficits. We aimed to characterise alpha oscillatory activity (stimulus-locked alpha desynchronisation and prestimulus alpha) as an index of integration of top-down and bottom-up attentional processes in ASD and ADHD. METHODS Children with ASD, ADHD, comorbid ASD+ADHD, and typically-developing children completed a fixed-choice reaction-time task ('Fast task') while neurophysiological activity was recorded. Outcome measures were derived from source-decomposed neurophysiological data. Main measures of interest were prestimulus alpha power and alpha desynchronisation (difference between poststimulus and prestimulus alpha). Poststimulus activity linked to attention allocation (P1, P3), attentional control (N2), and cognitive control (theta synchronisation, 100-600 ms) was also examined. ANOVA was used to test differences across diagnostics groups on these measures. Spearman's correlations were used to investigate the relationship between attentional control processes (alpha oscillations), central executive functions (theta synchronisation), early visual processing (P1), and behavioural performance. RESULTS Children with ADHD (ADHD and ASD+ADHD) showed attenuated alpha desynchronisation, indicating poor integration of top-down and bottom-up attentional processes. Children with ADHD showed reduced N2 and P3 amplitudes, while children with ASD (ASD and ASD+ADHD) showed greater N2 amplitude, indicating atypical attentional control and attention allocation across ASD and ADHD. In the ASD group, prestimulus alpha and theta synchronisation were negatively correlated, and alpha desynchronisation and theta synchronisation were positively correlated, suggesting an atypical association between attentional control processes and executive functions. CONCLUSIONS ASD and ADHD are associated with disorder-specific impairments, while children with ASD+ADHD overall presented an additive profile with attentional deficits of both disorders. Importantly, these findings may inform the improvement of transdiagnostic procedures and optimisation of personalised intervention approaches.
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Affiliation(s)
- Roser Cañigueral
- Department of Clinical, Educational and Health Psychology, University College London, London, UK
| | - Jason Palmer
- Department of Neurological Diagnosis and Restoration, Osaka University Graduate School of Medicine, CoMIT, Suita, Japan.,Institute for Neural Computation, Univeristy of California San Diego, La Jolla, CA, USA
| | - Karen L Ashwood
- Department of Forensic and Neurodevelopmental Sciences, King's College London, London, UK
| | - Bahar Azadi
- Department of Child & Adolescent Psychiatry, King's College London, London, UK
| | - Philip Asherson
- MRC Social, Genetic and Developmental Psychiatry Centre, King's College London, London, UK
| | - Patrick F Bolton
- Department of Child & Adolescent Psychiatry, King's College London, London, UK.,MRC Social, Genetic and Developmental Psychiatry Centre, King's College London, London, UK
| | - Gráinne McLoughlin
- MRC Social, Genetic and Developmental Psychiatry Centre, King's College London, London, UK
| | - Charlotte Tye
- Department of Child & Adolescent Psychiatry, King's College London, London, UK.,MRC Social, Genetic and Developmental Psychiatry Centre, King's College London, London, UK
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5
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Fong CY, Law WHC, Fahrenfort JJ, Braithwaite JJ, Mazaheri A. Attenuated alpha oscillation and hyperresponsiveness reveals impaired perceptual learning in migraineurs. J Headache Pain 2022; 23:44. [PMID: 35382735 PMCID: PMC8981672 DOI: 10.1186/s10194-022-01410-2] [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: 12/06/2021] [Accepted: 03/08/2022] [Indexed: 11/20/2022] Open
Abstract
Background Anomalous phantom visual perceptions coupled to an aversion and discomfort to some visual patterns (especially grating in mid-range spatial frequency) have been associated with the hyperresponsiveness in migraine patients. Previous literature has found fluctuations of alpha oscillation (8-14 Hz) over the visual cortex to be associated with the gating of the visual stream. In the current study, we examined whether alpha activity was differentially modulated in migraineurs in anticipation of an upcoming stimulus as well as post-stimulus periods. Methods We used EEG to examine the brain activity in a group of 28 migraineurs (17 with aura /11 without) and 29 non-migraineurs and compared their alpha power in the pre/post-stimulus period relative to the onset of stripped gratings. Results Overall, we found that migraineurs had significantly less alpha power prior to the onset of the stimulus relative to controls. Moreover, migraineurs had significantly greater post-stimulus alpha suppression (i.e event-related desynchronization) induced by the grating in 3 cycles per degree at the 2nd half of the experiment. Conclusions These findings, taken together, provide strong support for the presence of the hyperresponsiveness of the visual cortex of migraine sufferers. We speculate that it could be the consequence of impaired perceptual learning driven by the dysfunction of GABAergic inhibitory mechanism. Supplementary Information The online version contains supplementary material available at 10.1186/s10194-022-01410-2.
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Ma R, Yu T, Zhong X, Yu ZL, Li Y, Gu Z. Capsule Network for ERP Detection in Brain-Computer Interface. IEEE Trans Neural Syst Rehabil Eng 2021; 29:718-730. [PMID: 33793402 DOI: 10.1109/tnsre.2021.3070327] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
Event-related potential (ERP) is bioelectrical activity that occurs in the brain in response to specific events or stimuli, reflecting the electrophysiological changes in the brain during cognitive processes. ERP is important in cognitive neuroscience and has been applied to brain-computer interfaces (BCIs). However, because ERP signals collected on the scalp are weak, mixed with spontaneous electroencephalogram (EEG) signals, and their temporal and spatial features are complex, accurate ERP detection is challenging. Compared to traditional neural networks, the capsule network (CapsNet) replaces scalar-output neurons with vector-output capsules, allowing the various input information to be well preserved in the capsules. In this study, we expect to utilize CapsNet to extract the discriminative spatial-temporal features of ERP and encode them in capsules to reduce the loss of valuable information, thereby improving the ERP detection performance for BCI. Therefore, we propose ERP-CapsNet to perform ERP detection in a BCI speller application. The experimental results on BCI Competition datasets and the Akimpech dataset show that ERP-CapsNet achieves better classification performances than do the state-of-the-art techniques. We also use a decoder to investigate the attributes of ERPs encoded in capsules. The results show that ERP-CapsNet relies on the P300 and P100 components to detect ERP. Therefore, ERP-CapsNet not only acts as an outstanding method for ERP detection, but also provides useful insights into the ERP detection mechanism.
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Ruddy KL, Cole DM, Simon C, Bächinger MT. Neuronal response variability as a product of divisive normalization; neurobiological implications at a macroscale level. HRB Open Res 2020; 3:34. [PMID: 33283152 PMCID: PMC7687196 DOI: 10.12688/hrbopenres.13062.1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/01/2020] [Indexed: 11/20/2022] Open
Abstract
The occurrence of neuronal spikes recorded directly from sensory cortex is highly irregular within and between presentations of an invariant stimulus. The traditional solution has been to average responses across many trials. However, with this approach, response variability is downplayed as noise, so it is assumed that statistically controlling it will reveal the brain’s true response to a stimulus. A mounting body of evidence suggests that this approach is inadequate. For example, experiments show that response variability itself varies as a function of stimulus dimensions like contrast and state dimensions like attention. In other words, response variability has structure, is therefore potentially informative and should be incorporated into models which try to explain neural encoding. In this article we provide commentary on a recently published study by Coen-Cagli and Solomon that incorporates spike variability in a quantitative model, by explaining it as a function of divisive normalization. We consider the potential role of neural oscillations in this process as a potential bridge between the current microscale findings and response variability at the mesoscale/macroscale level.
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Affiliation(s)
- Kathy L. Ruddy
- Trinity College Institute of Neuroscience and School of Psychology, Trinity College Dublin, Dublin, Dublin 2, Ireland
| | - David M. Cole
- Interdisciplinary Program in Neuroscience,, Utah State University, Logan, Utah, USA
| | - Colin Simon
- Trinity College Institute of Neuroscience and School of Psychology, Trinity College Dublin, Dublin, Dublin 2, Ireland
| | - Marc T. Bächinger
- Neural Control of Movement Lab, Department of Health Sciences and Technology, ETH Zürich, Zurich, Switzerland
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8
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Modality-specific sensory readiness for upcoming events revealed by slow cortical potentials. Brain Struct Funct 2019; 225:149-159. [DOI: 10.1007/s00429-019-01993-8] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2019] [Accepted: 11/22/2019] [Indexed: 02/02/2023]
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9
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Reiss S, Klackl J, Proulx T, Jonas E. Strength of socio-political attitudes moderates electrophysiological responses to perceptual anomalies. PLoS One 2019; 14:e0220732. [PMID: 31381605 PMCID: PMC6681971 DOI: 10.1371/journal.pone.0220732] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2019] [Accepted: 07/22/2019] [Indexed: 11/19/2022] Open
Abstract
People with strong (vs. moderate) political attitudes have been shown to exhibit less phasic reactivity to perceptual anomalies, presumably to prevent their committed meaning systems from being challenged by novel experiences. Several researchers have proposed that (but not tested whether) firmly committed individuals also engage in more attentional suppression of anomalies, likely mediated by prestimulus alpha power. We expected participants with strong (vs. moderate) political attitudes to display increased pre-stimulus alpha power when processing perceptual anomalies. We recorded electrophysiological activity during the presentation of normal cards (control group) or both normal and anomalous playing cards (experimental group; total N = 191). In line with our predictions, the presence of anomalous playing cards in the stimulus set increased prestimulus alpha power only among individuals with strong but not moderate political attitudes. As potential markers of phasic reactivity, we also analyzed the late positive potential (LPP) and earlier components of the event-related potential, namely P1, N1, and P300. The moderating effect of extreme attitudes on ERP amplitudes remained inconclusive. Altogether, our findings support the idea that ideological conviction is related to increased tonic responses to perceptual anomalies.
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Affiliation(s)
- Stefan Reiss
- Dept. of Psychology, University of Salzburg, Salzburg, Austria
| | - Johannes Klackl
- Dept. of Psychology, University of Salzburg, Salzburg, Austria
| | - Travis Proulx
- School of Psychology, Cardiff University, Cardiff, United Kingdom
| | - Eva Jonas
- Dept. of Psychology, University of Salzburg, Salzburg, Austria
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Iemi L, Busch NA, Laudini A, Haegens S, Samaha J, Villringer A, Nikulin VV. Multiple mechanisms link prestimulus neural oscillations to sensory responses. eLife 2019; 8:e43620. [PMID: 31188126 PMCID: PMC6561703 DOI: 10.7554/elife.43620] [Citation(s) in RCA: 64] [Impact Index Per Article: 12.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2018] [Accepted: 04/18/2019] [Indexed: 12/22/2022] Open
Abstract
Spontaneous fluctuations of neural activity may explain why sensory responses vary across repeated presentations of the same physical stimulus. To test this hypothesis, we recorded electroencephalography in humans during stimulation with identical visual stimuli and analyzed how prestimulus neural oscillations modulate different stages of sensory processing reflected by distinct components of the event-related potential (ERP). We found that strong prestimulus alpha- and beta-band power resulted in a suppression of early ERP components (C1 and N150) and in an amplification of late components (after 0.4 s), even after controlling for fluctuations in 1/f aperiodic signal and sleepiness. Whereas functional inhibition of sensory processing underlies the reduction of early ERP responses, we found that the modulation of non-zero-mean oscillations (baseline shift) accounted for the amplification of late responses. Distinguishing between these two mechanisms is crucial for understanding how internal brain states modulate the processing of incoming sensory information.
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Affiliation(s)
- Luca Iemi
- Department of Neurological SurgeryColumbia University College of Physicians and SurgeonsNew York CityUnited States
- Department of NeurologyMax Planck Institute for Human Cognitive and Brain SciencesLeipzigGermany
- Centre for Cognition and Decision Making, Institute for Cognitive NeuroscienceNational Research University Higher School of EconomicsMoscowRussian Federation
| | - Niko A Busch
- Institute of PsychologyUniversity of MünsterMünsterGermany
- Otto Creutzfeldt Center for Cognitive and Behavioral NeuroscienceUniversity of MünsterMünsterGermany
| | - Annamaria Laudini
- Berlin School of Mind and BrainHumboldt-Universität zu BerlinBerlinGermany
| | - Saskia Haegens
- Department of Neurological SurgeryColumbia University College of Physicians and SurgeonsNew York CityUnited States
- Donders Institute for Brain, Cognition and BehaviourRadboud University NijmegenNijmegenNetherlands
| | - Jason Samaha
- Department of PsychologyUniversity of California, Santa CruzSanta CruzUnited States
| | - Arno Villringer
- Department of NeurologyMax Planck Institute for Human Cognitive and Brain SciencesLeipzigGermany
- Berlin School of Mind and BrainHumboldt-Universität zu BerlinBerlinGermany
| | - Vadim V Nikulin
- Department of NeurologyMax Planck Institute for Human Cognitive and Brain SciencesLeipzigGermany
- Centre for Cognition and Decision Making, Institute for Cognitive NeuroscienceNational Research University Higher School of EconomicsMoscowRussian Federation
- Department of NeurologyCharité-Universitätsmedizin BerlinBerlinGermany
- Bernstein Center for Computational NeuroscienceBerlinGermany
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Jutzeler CR, Streijger F, Aguilar J, Shortt K, Manouchehri N, Okon E, Hupp M, Curt A, Kwon BK, Kramer JLK. Sensorimotor plasticity after spinal cord injury: a longitudinal and translational study. Ann Clin Transl Neurol 2018; 6:68-82. [PMID: 30656185 PMCID: PMC6331953 DOI: 10.1002/acn3.679] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2018] [Revised: 09/12/2018] [Accepted: 10/03/2018] [Indexed: 11/06/2022] Open
Abstract
Objective The objective was to track and compare the progression of neuroplastic changes in a large animal model and humans with spinal cord injury. Methods A total of 37 individuals with acute traumatic spinal cord injury were followed over time (1, 3, 6, and 12 months post-injury) with repeated neurophysiological assessments. Somatosensory and motor evoked potentials were recorded in the upper extremities above the level of injury. In a reverse-translational approach, similar neurophysiological techniques were examined in a porcine model of thoracic spinal cord injury. Twelve Yucatan mini-pigs underwent a contusive spinal cord injury at T10 and tracked with somatosensory and motor evoked potentials assessments in the fore- and hind limbs pre- (baseline, post-laminectomy) and post-injury (10 min, 3 h, 12 weeks). Results In both humans and pigs, the sensory responses in the cranial coordinates of upper extremities/forelimbs progressively increased from immediately post-injury to later time points. Motor responses in the forelimbs increased immediately after experimental injury in pigs, remaining elevated at 12 weeks. In humans, motor evoked potentials were significantly higher at 1-month (and remained so at 1 year) compared to normative values. Conclusions Despite notable differences between experimental models and the human condition, the brain's response to spinal cord injury is remarkably similar between humans and pigs. Our findings further underscore the utility of this large animal model in translational spinal cord injury research.
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Affiliation(s)
- Catherine R Jutzeler
- Spinal Cord Injury Center University Hospital Balgrist University of Zurich Zurich Switzerland.,ICORD University of British Columbia Vancouver British Columbia Canada.,School of Kinesiology University of British Columbia Vancouver British Columbia Canada
| | - Femke Streijger
- ICORD University of British Columbia Vancouver British Columbia Canada
| | - Juan Aguilar
- Experimental Neurophysiology Group Hospital Nacional de Parapléjicos SESCAM Toledo Spain
| | - Katelyn Shortt
- ICORD University of British Columbia Vancouver British Columbia Canada
| | - Neda Manouchehri
- Spinal Cord Injury Center University Hospital Balgrist University of Zurich Zurich Switzerland
| | - Elena Okon
- Spinal Cord Injury Center University Hospital Balgrist University of Zurich Zurich Switzerland
| | - Markus Hupp
- Spinal Cord Injury Center University Hospital Balgrist University of Zurich Zurich Switzerland
| | - Armin Curt
- Spinal Cord Injury Center University Hospital Balgrist University of Zurich Zurich Switzerland.,European Multi-Centre Study about Spinal Cord Injury (EMSCI) Study Group University Hospital Balgrist University of Zurich Zurich 8008 Switzerland
| | - Brian K Kwon
- ICORD University of British Columbia Vancouver British Columbia Canada
| | - John L K Kramer
- ICORD University of British Columbia Vancouver British Columbia Canada.,School of Kinesiology University of British Columbia Vancouver British Columbia Canada
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12
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Wass SV, Noreika V, Georgieva S, Clackson K, Brightman L, Nutbrown R, Covarrubias LS, Leong V. Parental neural responsivity to infants' visual attention: How mature brains influence immature brains during social interaction. PLoS Biol 2018; 16:e2006328. [PMID: 30543622 PMCID: PMC6292577 DOI: 10.1371/journal.pbio.2006328] [Citation(s) in RCA: 62] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2018] [Accepted: 11/09/2018] [Indexed: 11/18/2022] Open
Abstract
Almost all attention and learning-in particular, most early learning-take place in social settings. But little is known of how our brains support dynamic social interactions. We recorded dual electroencephalography (EEG) from 12-month-old infants and parents during solo play and joint play. During solo play, fluctuations in infants' theta power significantly forward-predicted their subsequent attentional behaviours. However, this forward-predictiveness was lower during joint play than solo play, suggesting that infants' endogenous neural control over attention is greater during solo play. Overall, however, infants were more attentive to the objects during joint play. To understand why, we examined how adult brain activity related to infant attention. We found that parents' theta power closely tracked and responded to changes in their infants' attention. Further, instances in which parents showed greater neural responsivity were associated with longer sustained attention by infants. Our results offer new insights into how one partner influences another during social interaction.
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Affiliation(s)
- Sam V. Wass
- University of East London, London, United Kingdom
| | | | | | | | | | | | | | - Vicky Leong
- Cambridge University, Cambridge, United Kingdom
- Nanyang Technological University, Singapore
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13
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Wöstmann M, Waschke L, Obleser J. Prestimulus neural alpha power predicts confidence in discriminating identical auditory stimuli. Eur J Neurosci 2018; 49:94-105. [DOI: 10.1111/ejn.14226] [Citation(s) in RCA: 38] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2018] [Revised: 09/25/2018] [Accepted: 10/11/2018] [Indexed: 01/28/2023]
Affiliation(s)
- Malte Wöstmann
- Department of PsychologyUniversity of Lübeck Lübeck Germany
| | | | - Jonas Obleser
- Department of PsychologyUniversity of Lübeck Lübeck Germany
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14
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Effects of meaningfulness on perception: Alpha-band oscillations carry perceptual expectations and influence early visual responses. Sci Rep 2018; 8:6606. [PMID: 29700428 PMCID: PMC5920106 DOI: 10.1038/s41598-018-25093-5] [Citation(s) in RCA: 31] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2017] [Accepted: 04/09/2018] [Indexed: 12/03/2022] Open
Abstract
Perceptual experience results from a complex interplay of bottom-up input and prior knowledge about the world, yet the extent to which knowledge affects perception, the neural mechanisms underlying these effects, and the stages of processing at which these two sources of information converge, are still unclear. In several experiments we show that language, in the form of verbal labels, both aids recognition of ambiguous “Mooney” images and improves objective visual discrimination performance in a match/non-match task. We then used electroencephalography (EEG) to better understand the mechanisms of this effect. The improved discrimination of images previously labeled was accompanied by a larger occipital-parietal P1 evoked response to the meaningful versus meaningless target stimuli. Time-frequency analysis of the interval between the cue and the target stimulus revealed increases in the power of posterior alpha-band (8–14 Hz) oscillations when the meaning of the stimuli to be compared was trained. The magnitude of the pre-target alpha difference and the P1 amplitude difference were positively correlated across individuals. These results suggest that prior knowledge prepares the brain for upcoming perception via the modulation of alpha-band oscillations, and that this preparatory state influences early (~120 ms) stages of visual processing.
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Ahveninen J, Seidman LJ, Chang WT, Hämäläinen M, Huang S. Suppression of irrelevant sounds during auditory working memory. Neuroimage 2017; 161:1-8. [PMID: 28818692 DOI: 10.1016/j.neuroimage.2017.08.040] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2017] [Revised: 08/10/2017] [Accepted: 08/13/2017] [Indexed: 11/16/2022] Open
Abstract
Auditory working memory (WM) processing in everyday acoustic environments depends on our ability to maintain relevant information online in our minds, and to suppress interference caused by competing incoming stimuli. A challenge in communication settings is that the relevant content and irrelevant inputs may emanate from a common source, such as a talkative conversationalist. An open question is how the WM system deals with such interference. Will the distracters become inadvertently filtered before processing for meaning because the primary WM operations deplete all available processing resources? Or are they suppressed post perceptually, through an active control process? We tested these alternative hypotheses by measuring magnetoencephalography (MEG), EEG, and functional MRI (fMRI) during a phonetic auditory continuous performance task. Contextual WM maintenance load was manipulated by adjusting the number of "filler" letter sounds in-between cue and target letter sounds. Trial-to-trial variability of pre- and post-stimulus activations in fMRI-informed cortical MEG/EEG estimates was analyzed within and across 14 subjects using generalized linear mixed effect (GLME) models. High contextual WM maintenance load suppressed left auditory cortex (AC) activations around 250-300 ms after the onset of irrelevant phonetic sounds. This effect coincided with increased 10-14 Hz alpha-range oscillatory functional connectivity between the left dorsolateral prefrontal cortex (DLPFC) and left AC. Suppression of AC responses to irrelevant sounds during active maintenance of the task context also correlated with increased pre-stimulus 7-15 Hz alpha power. Our results suggest that under high auditory WM load, irrelevant sounds are suppressed through a "late" active suppression mechanism, which prevents short-term consolidation of irrelevant information without affecting the initial screening of potentially meaningful stimuli. The results also suggest that AC alpha oscillations play an inhibitory role during auditory WM processing.
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Affiliation(s)
- Jyrki Ahveninen
- Harvard Medical School - Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Charlestown, MA, USA.
| | - Larry J Seidman
- Massachusetts Mental Health Center Public Psychiatry Division, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA; Department of Psychiatry, Harvard Medical School, Massachusetts General Hospital, Boston, MA, USA
| | - Wei-Tang Chang
- Harvard Medical School - Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Charlestown, MA, USA
| | - Matti Hämäläinen
- Harvard Medical School - Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Charlestown, MA, USA; Harvard-MIT Division of Health Sciences and Technology, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Samantha Huang
- Harvard Medical School - Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Charlestown, MA, USA
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Samaha J, Iemi L, Postle BR. Prestimulus alpha-band power biases visual discrimination confidence, but not accuracy. Conscious Cogn 2017; 54:47-55. [PMID: 28222937 DOI: 10.1016/j.concog.2017.02.005] [Citation(s) in RCA: 111] [Impact Index Per Article: 15.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2016] [Revised: 01/30/2017] [Accepted: 02/06/2017] [Indexed: 10/20/2022]
Abstract
The magnitude of power in the alpha-band (8-13Hz) of the electroencephalogram (EEG) prior to the onset of a near threshold visual stimulus predicts performance. Together with other findings, this has been interpreted as evidence that alpha-band dynamics reflect cortical excitability. We reasoned, however, that non-specific changes in excitability would be expected to influence signal and noise in the same way, leaving actual discriminability unchanged. Indeed, using a two-choice orientation discrimination task, we found that discrimination accuracy was unaffected by fluctuations in prestimulus alpha power. Decision confidence, on the other hand, was strongly negatively correlated with prestimulus alpha power. This finding constitutes a clear dissociation between objective and subjective measures of visual perception as a function of prestimulus cortical excitability. This dissociation is predicted by a model where the balance of evidence supporting each choice drives objective performance but only the magnitude of evidence supporting the selected choice drives subjective reports, suggesting that human perceptual confidence can be suboptimal with respect to tracking objective accuracy.
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Affiliation(s)
- Jason Samaha
- Department of Psychology, The University of Wisconsin-Madison, Madison, WI, USA.
| | - Luca Iemi
- Berlin School of Mind and Brain, Humboldt-Universität zu Berlin, Germany
| | - Bradley R Postle
- Department of Psychology, The University of Wisconsin-Madison, Madison, WI, USA; Department of Psychiatry, The University of Wisconsin-Madison, Madison, WI, USA
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17
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Benazet M, Thénault F, Whittingstall K, Bernier PM. Attenuation of visual reafferent signals in the parietal cortex during voluntary movement. J Neurophysiol 2016; 116:1831-1839. [PMID: 27466131 PMCID: PMC5144698 DOI: 10.1152/jn.00231.2016] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2016] [Accepted: 07/24/2016] [Indexed: 11/22/2022] Open
Abstract
It is well established that the cortical processing of somatosensory and auditory signals is attenuated when they result from self-generated actions compared with external events. This phenomenon is thought to result from an efference copy of motor commands used to predict the sensory consequences of an action through a forward model. The present work examined whether attenuation also takes place for visual reafferent signals from the moving limb during voluntary reaching movements. To address this issue, EEG activity was recorded in a condition in which visual feedback of the hand was provided in real time and compared with a condition in which it was presented with a 150-ms delay, thus creating a mismatch between the predicted and actual visual consequences of the movement. Results revealed that the amplitude of the N1 component of the visual event-related potential evoked by hand visual feedback over the parietal cortex was significantly smaller when presented in real time compared with when it was delayed. These data suggest that the cortical processing of visual reafferent signals is attenuated when they are correctly predicted, likely as a result of a forward model.
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Affiliation(s)
- Marc Benazet
- Département de Kinanthropologie, Université de Sherbrooke, Sherbrooke, Quebec, Canada
| | - François Thénault
- Département de Kinanthropologie, Université de Sherbrooke, Sherbrooke, Quebec, Canada
| | - Kevin Whittingstall
- Département de Médecine Nucléaire et de Radiobiologie, Université de Sherbrooke, Sherbrooke, Quebec, Canada; and
- Département de Radiologie Diagnostique, Université de Sherbrooke, Sherbrooke, Quebec, Canada
| | - Pierre-Michel Bernier
- Département de Kinanthropologie, Université de Sherbrooke, Sherbrooke, Quebec, Canada;
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Wan F, da Cruz JN, Nan W, Wong CM, Vai MI, Rosa A. Alpha neurofeedback training improves SSVEP-based BCI performance. J Neural Eng 2016; 13:036019. [PMID: 27152666 DOI: 10.1088/1741-2560/13/3/036019] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
OBJECTIVE Steady-state visual evoked potential (SSVEP)-based brain-computer interfaces (BCIs) can provide relatively easy, reliable and high speed communication. However, the performance is still not satisfactory, especially in some users who are not able to generate strong enough SSVEP signals. This work aims to strengthen a user's SSVEP by alpha down-regulating neurofeedback training (NFT) and consequently improve the performance of the user in using SSVEP-based BCIs. APPROACH An experiment with two steps was designed and conducted. The first step was to investigate the relationship between the resting alpha activity and the SSVEP-based BCI performance, in order to determine the training parameter for the NFT. Then in the second step, half of the subjects with 'low' performance (i.e. BCI classification accuracy <80%) were randomly assigned to a NFT group to perform a real-time NFT, and the rest half to a non-NFT control group for comparison. MAIN RESULTS The first step revealed a significant negative correlation between the BCI performance and the individual alpha band (IAB) amplitudes in the eyes-open resting condition in a total of 33 subjects. In the second step, it was found that during the IAB down-regulating NFT, on average the subjects were able to successfully decrease their IAB amplitude over training sessions. More importantly, the NFT group showed an average increase of 16.5% in the SSVEP signal SNR (signal-to-noise ratio) and an average increase of 20.3% in the BCI classification accuracy, which was significant compared to the non-NFT control group. SIGNIFICANCE These findings indicate that the alpha down-regulating NFT can be used to improve the SSVEP signal quality and the subjects' performance in using SSVEP-based BCIs. It could be helpful to the SSVEP related studies and would contribute to more effective SSVEP-based BCI applications.
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Affiliation(s)
- Feng Wan
- Department of Electrical and Computer Engineering, Faculty of Science and Technology, University of Macau, Macau, People's Republic of China
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Ikkai A, Dandekar S, Curtis CE. Lateralization in Alpha-Band Oscillations Predicts the Locus and Spatial Distribution of Attention. PLoS One 2016; 11:e0154796. [PMID: 27144717 PMCID: PMC4856317 DOI: 10.1371/journal.pone.0154796] [Citation(s) in RCA: 51] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2016] [Accepted: 04/19/2016] [Indexed: 11/18/2022] Open
Abstract
Attending to a task-relevant location changes how neural activity oscillates in the alpha band (8–13Hz) in posterior visual cortical areas. However, a clear understanding of the relationships between top-down attention, changes in alpha oscillations in visual cortex, and attention performance are still poorly understood. Here, we tested the degree to which the posterior alpha power tracked the locus of attention, the distribution of attention, and how well the topography of alpha could predict the locus of attention. We recorded magnetoencephalographic (MEG) data while subjects performed an attention demanding visual discrimination task that dissociated the direction of attention from the direction of a saccade to indicate choice. On some trials, an endogenous cue predicted the target’s location, while on others it contained no spatial information. When the target’s location was cued, alpha power decreased in sensors over occipital cortex contralateral to the attended visual field. When the cue did not predict the target’s location, alpha power again decreased in sensors over occipital cortex, but bilaterally, and increased in sensors over frontal cortex. Thus, the distribution and the topography of alpha reliably indicated the locus of covert attention. Together, these results suggest that alpha synchronization reflects changes in the excitability of populations of neurons whose receptive fields match the locus of attention. This is consistent with the hypothesis that alpha oscillations reflect the neural mechanisms by which top-down control of attention biases information processing and modulate the activity of neurons in visual cortex.
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Affiliation(s)
- Akiko Ikkai
- Department of Psychology, New York University, New York, New York, United States of America
| | - Sangita Dandekar
- Department of Psychology, New York University, New York, New York, United States of America
| | - Clayton E. Curtis
- Department of Psychology, New York University, New York, New York, United States of America
- Center for Neural Sciences, New York University, New York, New York, United States of America
- * E-mail:
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20
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Pre-stimulus alpha and post-stimulus N2 foreshadow imminent errors in a single task. Neuropsychologia 2015; 77:346-58. [PMID: 26362494 DOI: 10.1016/j.neuropsychologia.2015.09.006] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2015] [Revised: 08/11/2015] [Accepted: 09/02/2015] [Indexed: 11/23/2022]
Abstract
Performance errors have been attributed to distinct neural mechanisms in different tasks. Two temporally and physiologically dissociable neural patterns prior to errors, i.e., pre-stimulus alpha (8-13 Hz) power indicative of sustained attention and post-stimulus N2 amplitude indicative of cognitive control, have been widely (but independently) reported in many studies. However, it is still largely unknown whether these two neural mechanisms for error commission exist in a single task at the same time and, if so, whether they can be probed simultaneously and how they lead to response accuracy (collectively or separately). To this end, we measured high-density electroencephalography (EEG) signals in a color-word matching Stroop task. We quantified both patterns on EEG data from individual stimulus condition (congruent or incongruent), as well as on pooled data from both conditions. Enhanced pre-stimulus alpha power for errors was identified over the parieto-occipital area in the congruent condition and the pooled data. Reduced post-stimulus N2 amplitude was only revealed in the incongruent condition. More importantly, for the first time, a balanced interaction between these two EEG patterns was revealed in correct trials, but not in error trials. These findings suggest that errors in one task could occur due to distinct neural mechanisms, e.g., poor sustained attention, poor cognitive control, or missed balance between these two. The present results further suggest that the detection of neural patterns related to different neural mechanisms could be complicated by other modulation factors, such as stimulus condition. Therefore, more than one neural marker should be simultaneously monitored to effectively predict imminent errors.
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21
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Rossi A, Parada FJ, Latinus M, Puce A. Photographic but not line-drawn faces show early perceptual neural sensitivity to eye gaze direction. Front Hum Neurosci 2015; 9:185. [PMID: 25914636 PMCID: PMC4392689 DOI: 10.3389/fnhum.2015.00185] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2014] [Accepted: 03/19/2015] [Indexed: 01/08/2023] Open
Abstract
Our brains readily decode facial movements and changes in social attention, reflected in earlier and larger N170 event-related potentials (ERPs) to viewing gaze aversions vs. direct gaze in real faces (Puce et al., 2000). In contrast, gaze aversions in line-drawn faces do not produce these N170 differences (Rossi et al., 2014), suggesting that physical stimulus properties or experimental context may drive these effects. Here we investigated the role of stimulus-induced context on neurophysiological responses to dynamic gaze. Sixteen healthy adults viewed line-drawn and real faces, with dynamic eye aversion and direct gaze transitions, and control stimuli (scrambled arrays and checkerboards) while continuous electroencephalographic (EEG) activity was recorded. EEG data from 2 temporo-occipital clusters of 9 electrodes in each hemisphere where N170 activity is known to be maximal were selected for analysis. N170 peak amplitude and latency, and temporal dynamics from Event-Related Spectral Perturbations (ERSPs) were measured in 16 healthy subjects. Real faces generated larger N170s for averted vs. direct gaze motion, however, N170s to real and direct gaze were as large as those to respective controls. N170 amplitude did not differ across line-drawn gaze changes. Overall, bilateral mean gamma power changes for faces relative to control stimuli occurred between 150–350 ms, potentially reflecting signal detection of facial motion. Our data indicate that experimental context does not drive N170 differences to viewed gaze changes. Low-level stimulus properties, such as the high sclera/iris contrast change in real eyes likely drive the N170 changes to viewed aversive movements.
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Affiliation(s)
- Alejandra Rossi
- Cognitive Science Program, Indiana University Bloomington, IN, USA ; Program in Neuroscience, Indiana University Bloomington, IN, USA
| | - Francisco J Parada
- Program in Neuroscience, Indiana University Bloomington, IN, USA ; Department of Psychological and Brain Sciences, Indiana University Bloomington, IN, USA ; Department of Psychiatry, Harvard Medical School Boston, MA, USA
| | - Marianne Latinus
- Department of Psychological and Brain Sciences, Indiana University Bloomington, IN, USA ; Institut de Neurosciences de la Timone, UMR7289, CNRS, Aix-Marseille Université Marseille, France
| | - Aina Puce
- Cognitive Science Program, Indiana University Bloomington, IN, USA ; Program in Neuroscience, Indiana University Bloomington, IN, USA ; Department of Psychological and Brain Sciences, Indiana University Bloomington, IN, USA
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22
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Acqualagna L, Bosse S, Porbadnigk AK, Curio G, Müller KR, Wiegand T, Blankertz B. EEG-based classification of video quality perception using steady state visual evoked potentials (SSVEPs). J Neural Eng 2015; 12:026012. [DOI: 10.1088/1741-2560/12/2/026012] [Citation(s) in RCA: 40] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
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23
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Başar E, Gölbaşı BT. Event related desynchronization: use as a neurophysiologic marker is restricted. Cogn Neurodyn 2014; 8:437-45. [PMID: 26396644 PMCID: PMC4571642 DOI: 10.1007/s11571-014-9301-5] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2013] [Revised: 06/11/2014] [Accepted: 07/04/2014] [Indexed: 11/26/2022] Open
Abstract
The present research aims to show that the occurrence of alpha blocking or event-related desynchronization (ERD) strongly depends on the amplitude and also on the phase angle of alpha activity at the stimulus onset. Simple visual stimulation was presented to 17 healthy subjects during EEG recording. An O2 electrode was used for analysis with a 32 channel EEG sampling system. We used a segmentation of raw data in order to obtain the evoked potential. Prestimulus and poststimulus activities were filtered in the alpha (8-13 Hz) frequency band. Later, four different events (blocked, time-locked, phase-locked, and eliminated) were separately averaged. Phase-locked sweeps were determined by application of inter-trial coherence analysis. The evaluation of the data shows that "time-locked and phase-locked sweeps" were the dominating pattern and not "the blocked pattern", which occurred only when the prestimulus alpha was high. In the analyses of EEG-EP sweeps, only 22 % of epochs showed (ERD). The ANOVA revealed significant differences between four different alpha responses (F(3,48) = 11.175; p < 0.001). Furthermore, alpha oscillations in time-locked responses were significantly higher than blocked (p < 0.0001). The analyses clearly demonstrate that important precaution is needed when using the ERD as a cognitive or pathological marker.
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Affiliation(s)
- Erol Başar
- Brain Dynamics, Cognition and Complex Systems Research Center, Istanbul Kultur University, 34156 Istanbul, Turkey
| | - Bilge Turp Gölbaşı
- Brain Dynamics, Cognition and Complex Systems Research Center, Istanbul Kultur University, 34156 Istanbul, Turkey
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24
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Baumgarten TJ, Schnitzler A, Lange J. Prestimulus Alpha Power Influences Tactile Temporal Perceptual Discrimination and Confidence in Decisions. Cereb Cortex 2014; 26:891-903. [PMID: 25331603 DOI: 10.1093/cercor/bhu247] [Citation(s) in RCA: 64] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Recent studies have demonstrated that prestimulus alpha-band activity substantially influences perception of near-threshold stimuli. Here, we studied the influence of prestimulus alpha power fluctuations on temporal perceptual discrimination of suprathreshold tactile stimuli and subjects' confidence regarding their perceptual decisions. We investigated how prestimulus alpha-band power influences poststimulus decision-making variables. We presented electrical stimuli with different stimulus onset asynchronies (SOAs) to human subjects, and determined the SOA for which temporal perceptual discrimination varied on a trial-by-trial basis between perceiving 1 or 2 stimuli, prior to recording brain activity with magnetoencephalography. We found that low prestimulus alpha power in contralateral somatosensory and occipital areas predicts the veridical temporal perceptual discrimination of 2 stimuli. Additionally, prestimulus alpha power was negatively correlated with confidence ratings in correctly perceived trials, but positively correlated for incorrectly perceived trials. Finally, poststimulus event-related fields (ERFs) were modulated by prestimulus alpha power and reflect the result of a decisional process rather than physical stimulus parameters around ∼150 ms. These findings provide new insights into the link between spontaneous prestimulus alpha power fluctuations, temporal perceptual discrimination, decision making, and decisional confidence. The results suggest that prestimulus alpha power modulates perception and decisions on a continuous scale, as reflected in confidence ratings.
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Affiliation(s)
- Thomas J Baumgarten
- Institute of Clinical Neuroscience and Medical Psychology, Medical Faculty, Heinrich-Heine-UniversityDüsseldorf, 40225 Düsseldorf, Germany
| | - Alfons Schnitzler
- Institute of Clinical Neuroscience and Medical Psychology, Medical Faculty, Heinrich-Heine-UniversityDüsseldorf, 40225 Düsseldorf, Germany
| | - Joachim Lange
- Institute of Clinical Neuroscience and Medical Psychology, Medical Faculty, Heinrich-Heine-UniversityDüsseldorf, 40225 Düsseldorf, Germany
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25
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Myers NE, Stokes MG, Walther L, Nobre AC. Oscillatory brain state predicts variability in working memory. J Neurosci 2014; 34:7735-43. [PMID: 24899697 PMCID: PMC4044240 DOI: 10.1523/jneurosci.4741-13.2014] [Citation(s) in RCA: 81] [Impact Index Per Article: 8.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2013] [Revised: 01/28/2014] [Accepted: 02/24/2014] [Indexed: 11/21/2022] Open
Abstract
Our capacity to remember and manipulate objects in working memory (WM) is severely limited. However, this capacity limitation is unlikely to be fixed because behavioral models indicate variability from trial to trial. We investigated whether fluctuations in neural excitability at stimulus encoding, as indexed by low-frequency oscillations (in the alpha band, 8-14 Hz), contribute to this variability. Specifically, we hypothesized that the spontaneous state of alpha band activity would correlate with trial-by-trial fluctuations in visual WM. Electroencephalography recorded from human observers during a visual WM task revealed that the prestimulus desynchronization of alpha oscillations predicts the accuracy of memory recall on a trial-by-trial basis. A model-based analysis indicated that this effect arises from a modulation in the precision of memorized items, but not the likelihood of remembering them (the recall rate). The phase of posterior alpha oscillations preceding the memorized item also predicted memory accuracy. Based on correlations between prestimulus alpha levels and stimulus-related visual evoked responses, we speculate that the prestimulus state of the visual system prefigures a cascade of state-dependent processes, ultimately affecting WM-guided behavior. Overall, our results indicate that spontaneous changes in cortical excitability can have profound consequences for higher visual cognition.
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Affiliation(s)
- Nicholas E Myers
- Department of Experimental Psychology and, Oxford Centre for Human Brain Activity, University of Oxford, Oxford OX1 3UD, United Kingdom
| | - Mark G Stokes
- Department of Experimental Psychology and, Oxford Centre for Human Brain Activity, University of Oxford, Oxford OX1 3UD, United Kingdom
| | - Lena Walther
- Department of Experimental Psychology and, Oxford Centre for Human Brain Activity, University of Oxford, Oxford OX1 3UD, United Kingdom
| | - Anna C Nobre
- Department of Experimental Psychology and, Oxford Centre for Human Brain Activity, University of Oxford, Oxford OX1 3UD, United Kingdom
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26
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Abeles IY, Gomez-Ramirez M. Impairments in background and event-related alpha-band oscillatory activity in patients with schizophrenia. PLoS One 2014; 9:e91720. [PMID: 24646909 PMCID: PMC3960158 DOI: 10.1371/journal.pone.0091720] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2013] [Accepted: 02/14/2014] [Indexed: 11/28/2022] Open
Abstract
Studies show that patients with schizophrenia exhibit impaired responses to sensory stimuli, especially at the early stages of neural processing. In particular, patients' alpha-band (8-14 Hz) event-related desynchronization (ERD) and visual P1 event-related potential (ERP) component tend to be significantly reduced, with P1 ERP deficits greater for visual stimuli biased towards the magnocellular system. In healthy controls, studies show that pre-stimulus alpha (background alpha) plays a pivotal role in sensory processing and behavior, largely by shaping the neural responses to incoming stimuli. Here, we address whether patients' ERD and P1 deficits stem from impairments in pre-stimulus alpha mechanisms. To address this question we recorded electrophysiological activity in patients with schizophrenia and healthy controls while they engaged in a visual discrimination task with low, medium, and high contrast stimuli. The results revealed a significant decrease in patients' ERDs, which was largely driven by reductions in pre-stimulus alpha. These reductions were most prominent in right-hemispheric areas. We also observed a systematic relationship between pre-stimulus alpha and the P1 component across different contrast levels. However, this relationship was only observed in healthy controls. Taken together, these findings highlight a substantial anomaly in patients' amplitude-based alpha background activity over visual areas. The results provide further support that pre-stimulus alpha activity plays an active role in perception by modulating the neural responses to incoming sensory inputs, a mechanism that seems to be compromised in schizophrenia.
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Affiliation(s)
- Ilana Y. Abeles
- Program in Cognitive Neuroscience, Department of Psychology, The City College of the City University of New York, New York, New York, United States of America
- Program in Cognitive Neuroscience and Schizophrenia, Nathan S. Kline Institute for Psychiatric Research, Orangeburg, New York, United States of America
| | - Manuel Gomez-Ramirez
- Program in Cognitive Neuroscience, Department of Psychology, The City College of the City University of New York, New York, New York, United States of America
- The Zanvyl Krieger Mind Brain Institute, The Johns Hopkins University, Baltimore, Maryland, United States of America
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27
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Look now and hear what's coming: on the functional role of cross-modal phase reset. Hear Res 2013; 307:144-52. [PMID: 23856236 DOI: 10.1016/j.heares.2013.07.002] [Citation(s) in RCA: 47] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/06/2013] [Revised: 06/27/2013] [Accepted: 07/01/2013] [Indexed: 11/23/2022]
Abstract
In our multisensory environment our sensory systems are continuously receiving information that is often interrelated and must be integrated. Recent work in animals and humans has demonstrated that input to one sensory modality can reset the phase of ambient cortical oscillatory activity in another. The periodic fluctuations in neuronal excitability reflected in these oscillations can thereby be aligned to forthcoming anticipated sensory input. In the auditory domain, the example par excellence is speech, because of its inherently rhythmic structure. In contrast, fluctuations of oscillatory phase in the visual system are argued to reflect periodic sampling of the environment. Thus rhythmic structure is imposed on, rather than extracted from, the visual sensory input. Given this distinction, we suggest that cross-modal phase reset subserves separate functions in the auditory and visual systems. We propose a modality-dependent role for cross-modal input in temporal prediction whereby an auditory event signals the visual system to look now, but a visual event signals the auditory system that it needs to hear what is coming. This article is part of a Special Issue entitled <Human Auditory Neuroimaging>.
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28
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Başar E, Başar-Eroğlu C, Güntekin B, Yener GG. Brain's alpha, beta, gamma, delta, and theta oscillations in neuropsychiatric diseases. APPLICATION OF BRAIN OSCILLATIONS IN NEUROPSYCHIATRIC DISEASES - SELECTED PAPERS FROM “BRAIN OSCILLATIONS IN COGNITIVE IMPAIRMENT AND NEUROTRANSMITTERS” CONFERENCE, ISTANBUL, TURKEY, 29 APRIL–1 MAY 2011 2013; 62:19-54. [DOI: 10.1016/b978-0-7020-5307-8.00002-8] [Citation(s) in RCA: 76] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/04/2022]
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29
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Beyer F, Münte TF, Fischer J, Krämer UM. Neural aftereffects of errors in a stop-signal task. Neuropsychologia 2012; 50:3304-12. [PMID: 23063968 DOI: 10.1016/j.neuropsychologia.2012.10.007] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2012] [Revised: 08/20/2012] [Accepted: 10/05/2012] [Indexed: 10/27/2022]
Abstract
In order to maintain goal-directed behavior in a changing and distractive environment, one needs to continuously monitor one's own performance and adjust it in case of unfavorable outcomes. One aspect of behavioral adjustment commonly observed in reaction time tasks is an increase in response time in trials following an error, referred to as post-error slowing (PES). Using a stop-signal task with a four-on-two stimulus-response mapping, we here investigated the neural aftereffects of stop-errors. We examined oscillatory activity in the inter-trial interval as well as event-related potentials (ERP) in the next trial. Behavioral results speak against general adjustments after stop-errors as post-error behavioral changes could be attributed to stimulus or response repetitions. This corresponded with ERP effects in the next trial with only the visual N1 showing an effect of previous trial type and both N2 and P3 showing an effect of stimulus repetition. During the inter-trial interval, we observed stronger and later occipital alpha power increase after stop-errors compared to go- or inhibited trials. Errors also elicited enhanced frontal beta power relative to stop-trials and by trend to correct go-trials, which largely returned to baseline before the onset of the next trial. These transient changes in the neural aftereffects of stop-errors might be related to previous behavioral observations of PES after short, but not long response-stimulus intervals.
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Affiliation(s)
- Frederike Beyer
- University of Lübeck, Department of Neurology, Ratzeburger Allee 160, 23538 Luebeck, Germany.
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A review of alpha activity in integrative brain function: Fundamental physiology, sensory coding, cognition and pathology. Int J Psychophysiol 2012; 86:1-24. [DOI: 10.1016/j.ijpsycho.2012.07.002] [Citation(s) in RCA: 189] [Impact Index Per Article: 15.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2012] [Revised: 07/02/2012] [Accepted: 07/08/2012] [Indexed: 11/23/2022]
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Peng W, Hu L, Zhang Z, Hu Y. Causality in the association between P300 and alpha event-related desynchronization. PLoS One 2012; 7:e34163. [PMID: 22511933 PMCID: PMC3325251 DOI: 10.1371/journal.pone.0034163] [Citation(s) in RCA: 54] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2011] [Accepted: 02/23/2012] [Indexed: 11/19/2022] Open
Abstract
Recent findings indicated that both P300 and alpha event-related desynchronization (α-ERD) were associated, and similarly involved in cognitive brain functioning, e.g., attention allocation and memory updating. However, an explicit causal influence between the neural generators of P300 and α-ERD has not yet been investigated. In the present study, using an oddball task paradigm, we assessed the task effect (target vs. non-target) on P300 and α-ERD elicited by stimuli of four sensory modalities, i.e., audition, vision, somatosensory, and pain, estimated their respective neural generators, and investigated the information flow among their neural generators using time-varying effective connectivity in the target condition. Across sensory modalities, the scalp topographies of P300 and α-ERD were similar and respectively maximal at parietal and occipital regions in the target condition. Source analysis revealed that P300 and α-ERD were mainly generated from posterior cingulate cortex and occipital lobe respectively. As revealed by time-varying effective connectivity, the cortical information was consistently flowed from α-ERD sources to P300 sources in the target condition for all four sensory modalities. All these findings showed that P300 in the target condition is modulated by the changes of α-ERD, which would be useful to explore neural mechanism of cognitive information processing in the human brain.
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Affiliation(s)
- Weiwei Peng
- Department of Orthopaedics and Traumatology, The University of Hong Kong, Hong Kong, China
| | - Li Hu
- Key Laboratory of Cognition and Personality, Ministry of Education, and School of Psychology, Southwest University, Chongqing, China
| | - Zhiguo Zhang
- Department of Electrical and Electronic Engineering, The University of Hong Kong, Hong Kong, China
| | - Yong Hu
- Department of Orthopaedics and Traumatology, The University of Hong Kong, Hong Kong, China
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Evoked traveling alpha waves predict visual-semantic categorization-speed. Neuroimage 2011; 59:3379-88. [PMID: 22100769 PMCID: PMC3314919 DOI: 10.1016/j.neuroimage.2011.11.010] [Citation(s) in RCA: 38] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2011] [Revised: 10/28/2011] [Accepted: 11/03/2011] [Indexed: 11/23/2022] Open
Abstract
In the present study we have tested the hypothesis that evoked traveling alpha waves are behaviorally significant. The results of a visual-semantic categorization task show that three early ERP components including the P1-N1 complex had a dominant frequency characteristic in the alpha range and behaved like traveling waves do. They exhibited a traveling direction from midline occipital to right lateral parietal sites. Phase analyses revealed that this traveling behavior of ERP components could be explained by phase-delays in the alpha but not theta and beta frequency range. Most importantly, we found that the speed of the traveling alpha wave was significantly and negatively correlated with reaction time indicating that slow traveling speed was associated with fast picture-categorization. We conclude that evoked alpha oscillations are functionally associated with early access to visual-semantic information and generate--or at least modulate--the early waveforms of the visual ERP.
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Foxe JJ, Snyder AC. The Role of Alpha-Band Brain Oscillations as a Sensory Suppression Mechanism during Selective Attention. Front Psychol 2011; 2:154. [PMID: 21779269 PMCID: PMC3132683 DOI: 10.3389/fpsyg.2011.00154] [Citation(s) in RCA: 699] [Impact Index Per Article: 53.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2011] [Accepted: 06/21/2011] [Indexed: 11/18/2022] Open
Abstract
Evidence has amassed from both animal intracranial recordings and human electrophysiology that neural oscillatory mechanisms play a critical role in a number of cognitive functions such as learning, memory, feature binding and sensory gating. The wide availability of high-density electrical and magnetic recordings (64-256 channels) over the past two decades has allowed for renewed efforts in the characterization and localization of these rhythms. A variety of cognitive effects that are associated with specific brain oscillations have been reported, which range in spectral, temporal, and spatial characteristics depending on the context. Our laboratory has focused on investigating the role of alpha-band oscillatory activity (8-14 Hz) as a potential attentional suppression mechanism, and this particular oscillatory attention mechanism will be the focus of the current review. We discuss findings in the context of intersensory selective attention as well as intrasensory spatial and feature-based attention in the visual, auditory, and tactile domains. The weight of evidence suggests that alpha-band oscillations can be actively invoked within cortical regions across multiple sensory systems, particularly when these regions are involved in processing irrelevant or distracting information. That is, a central role for alpha seems to be as an attentional suppression mechanism when objects or features need to be specifically ignored or selected against.
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Affiliation(s)
- John J. Foxe
- The Cognitive Neurophysiology Laboratory, Children's Evaluation and Rehabilitation Center, Department of Pediatrics and Dominick P. Purpura Department of Neuroscience, Albert Einstein College of MedicineBronx, NY, USA
- The Cognitive Neurophysiology Laboratory, Program in Cognitive Neuroscience, Departments of Psychology and Biology, City College of the City University of New YorkNew York, NY, USA
| | - Adam C. Snyder
- The Cognitive Neurophysiology Laboratory, Children's Evaluation and Rehabilitation Center, Department of Pediatrics and Dominick P. Purpura Department of Neuroscience, Albert Einstein College of MedicineBronx, NY, USA
- The Cognitive Neurophysiology Laboratory, Program in Cognitive Neuroscience, Departments of Psychology and Biology, City College of the City University of New YorkNew York, NY, USA
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Pre-stimulus alpha phase-alignment predicts P1-amplitude. Brain Res Bull 2011; 85:417-23. [PMID: 21473900 PMCID: PMC3144391 DOI: 10.1016/j.brainresbull.2011.03.025] [Citation(s) in RCA: 45] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2010] [Revised: 01/21/2011] [Accepted: 03/29/2011] [Indexed: 11/24/2022]
Abstract
Since years there is a hotly discussed dispute whether event-related potentials are either generated by an evoked component or by resetting of ongoing phase. We argue that phase-reset must not be proven in order to accept the general involvement of phase in ERP-generation as it is only one of several possible mechanisms influencing or generating certain ERP-components. Supporting data are presented showing that positive peaks of ongoing pre-stimulus alpha activity are not randomly distributed in time across trials. Most importantly, we found that a certain kind of pre-stimulus phase concentration that represents a continuous development of an alpha wave up to the time window where the P1 is generated is associated with an enlarged event-related component. We conclude that ongoing oscillations cannot be considered random background noise (even before stimulus onset) and that there are probably more phase-mechanisms that can contribute to the ERP-generation.
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Abstract
Recent work reported the observation of alpha frequency oscillations (8-12 Hz) in several regions of macaque visual cortex, including V2, V4, and inferotemporal cortex (IT). While alpha-related physiology in V2 and V4 appears consistent with a role in attention-related suppression, in IT, alpha reactivity appears conflicted with such a role. We addressed this issue directly by analyzing laminar profiles of local field potentials and multiunit activities from the IT of macaque monkeys during performance of an intermodal selective attention task (visual versus auditory). We found that (1) before visual stimulus onset (-200 to 0 ms), attention to visual input increased ongoing alpha power in IT relative to attention to auditory input, and (2) in contrast to the prevailing view of alpha inhibition, the increased ongoing alpha activity is accompanied by increased concurrent multiunit firing and facilitates visual stimulus processing. These results suggest that ongoing alpha oscillations in IT play a different functional role than that in the occipital cortex and may be part of the neuronal mechanism representing task-relevant information.
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A comparison of methods for assessing alpha phase resetting in electrophysiology, with application to intracerebral EEG in visual areas. Neuroimage 2010; 55:67-86. [PMID: 21111827 DOI: 10.1016/j.neuroimage.2010.11.058] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2010] [Revised: 10/14/2010] [Accepted: 11/17/2010] [Indexed: 11/20/2022] Open
Abstract
There are two competing views on the mechanisms underlying the generation of visual evoked potentials/fields in EEG/MEG. The classical hypothesis assumes an additive wave on top of background noise. Another hypothesis states that the evoked activity can totally or partially arise from a phase resetting of the ongoing alpha rhythm. There is no consensus however, on the best tools for distinguishing between these two hypotheses. In this study, we have tested different measures on a large series of simulations under a variety of scenarios, involving in particular trial-to-trial variability and different dynamics of ongoing alpha rhythm. No single measure or set of measures was found to be necessary or sufficient for defining phase resetting in the context of our simulations. Still, simulations permitted to define criteria that were the most reliable in practice for distinguishing additive and phase resetting hypotheses. We have then applied these criteria on intracerebral EEG data recordings in the visual areas during a visual discrimination task. We investigated the intracerebral channels that presented both ERP and ongoing alpha oscillations (n=37). Within these channels, a total of 30% fulfilled phase resetting criteria during the generation of the visual evoked potential, based on criteria derived from simulations. Moreover, 19% of the 37 channels presented dependence of the ERP on the level of pre-stimulus alpha. Only 5% of channels fulfilled both the simulation-related criteria and dependence on baseline alpha level. Our simulation study points out to the difficulty of clearly assessing phase resetting based on observed macroscopic electrophysiological signals. Still, some channels presented an indication of phase resetting in the context of our simulations. This needs to be confirmed by further work, in particular at a smaller recording scale.
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37
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Min BK, Park HJ. Task-related modulation of anterior theta and posterior alpha EEG reflects top-down preparation. BMC Neurosci 2010; 11:79. [PMID: 20584297 PMCID: PMC2906487 DOI: 10.1186/1471-2202-11-79] [Citation(s) in RCA: 54] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2009] [Accepted: 06/28/2010] [Indexed: 12/02/2022] Open
Abstract
Background Prestimulus EEG alpha activity in humans has been considered to reflect ongoing top-down preparation for the performance of subsequent tasks. Since theta oscillations may be related to poststimulus top-down processing, we investigated whether prestimulus EEG theta activity also reflects top-down cognitive preparation for a stimulus. Results We recorded EEG data from 15 healthy controls performing a color and shape discrimination task, and used the wavelet transformation to investigate the time course and power of oscillatory activity in the signals. We observed a relationship between both anterior theta and posterior alpha power in the prestimulus period and the type of subsequent task. Conclusions Since task-differences were reflected in both theta and alpha activities prior to stimulus onset, both prestimulus theta (particularly around the anterior region) and prestimulus alpha (particularly around the posterior region) activities may reflect prestimulus top-down preparation for the performance of subsequent tasks.
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Affiliation(s)
- Byoung-Kyong Min
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, USA
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38
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Yurgil KA, Golob EJ. Neural activity before and after conscious perception in dichotic listening. Neuropsychologia 2010; 48:2952-8. [PMID: 20542046 DOI: 10.1016/j.neuropsychologia.2010.06.004] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2009] [Revised: 05/28/2010] [Accepted: 06/03/2010] [Indexed: 10/19/2022]
Abstract
The neural basis of conscious perception can be studied using stimuli that elicit different percepts on different occasions (multistable perception). Multistable perception allows direct comparisons between brain activity and conscious perception that control for sensory input, and also serves as a model for attentional competition, with the winning perceptual outcome varying across trials. Dichotic listening tasks present multistable stimuli consisting of two different consonant-vowels (CVs, one/ear). For each trial one ear usually conveys the dominant percept. We used EEG to measure neural activity before and after dichotic stimulus presentation to compare activity among left vs. right ear percepts and a control task. Consonant-vowels were perceived more often to the right vs. left ear. Pre-stimulus EEG power in the beta band (16-20 Hz) increased for left compared to right ear percepts and control trials. Event-related potentials after stimulus onset showed smaller P50 amplitudes ( approximately 50 ms latency) for left ear compared to right ear and control trials. Results indicate that neural activity for right ear percepts is comparable to control conditions, while activity for the atypical left ear percept differs before and after stimulus onset. Pre-stimulus EEG changes for left ear percepts may indicate a mechanism of spontaneous fluctuations in cortical networks that bias attentional competition during subsequent sensory processing. The P50 amplitude differences among perceived ears suggests that rapid sensory and/or arousal-related activities contribute to the content of conscious perception, possibly by biasing attentional competition away from the dominant right ear channel.
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Affiliation(s)
- Kate A Yurgil
- Department of Psychology, Tulane University, New Orleans, LA 70118, United States
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39
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Rajagovindan R, Ding M. From prestimulus alpha oscillation to visual-evoked response: an inverted-U function and its attentional modulation. J Cogn Neurosci 2010; 23:1379-94. [PMID: 20459310 DOI: 10.1162/jocn.2010.21478] [Citation(s) in RCA: 106] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
Understanding the relation between prestimulus neural activity and subsequent stimulus processing has become an area of active investigation. Computational modeling, as well as in vitro and in vivo single-unit recordings in animal preparations, have explored mechanisms by which background synaptic activity can influence the responsiveness of cortical neurons to afferent input. How these mechanisms manifest in humans is not well understood. Although numerous EEG/MEG studies have considered the role of prestimulus alpha oscillations in the genesis of visual-evoked potentials, no consensus has emerged, and divergent reports continue to appear. The present work addresses this problem in three stages. First, a theoretical model was developed in which the background synaptic activity and the firing rate of a neural ensemble are related through a sigmoidal function. The derivative of this function, referred to as local gain, has an inverted-U shape and is postulated to be proportional to the trial-by-trial response evoked by a transient stimulus. Second, the theoretical model was extended to noninvasive studies of human visual processing, where the model variables are reinterpreted in terms of ongoing EEG oscillations and event-related potentials. Predictions were derived from the model and tested by recording high-density scalp EEG from healthy volunteers performing a trial-by-trial cued spatial visual attention task. Finally, enhanced stimulus processing by attention was linked to an increase in the overall slope of the sigmoidal function. The commonly observed reduction of alpha magnitude with attention was interpreted as signaling a shift of the underlying neural ensemble toward an optimal excitability state that enables the increase in global gain.
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40
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Mäki H, Ilmoniemi RJ. EEG oscillations and magnetically evoked motor potentials reflect motor system excitability in overlapping neuronal populations. Clin Neurophysiol 2010; 121:492-501. [DOI: 10.1016/j.clinph.2009.11.078] [Citation(s) in RCA: 76] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2009] [Revised: 10/26/2009] [Accepted: 11/22/2009] [Indexed: 10/19/2022]
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41
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Schubert R, Haufe S, Blankenburg F, Villringer A, Curio G. Now you'll feel it, now you won't: EEG rhythms predict the effectiveness of perceptual masking. J Cogn Neurosci 2010; 21:2407-19. [PMID: 19199408 DOI: 10.1162/jocn.2008.21174] [Citation(s) in RCA: 74] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
Do ongoing brain states determine conscious perception of an upcoming stimulus? Using the high temporal resolution of EEG, we investigated the relationship between prestimulus neuronal oscillations and the perceptibility of two competing somatosensory stimuli embedded in a backward masking paradigm. We identified two prestimulus EEG signatures predictive for a suprathreshold yet weak target stimulus to become perceptually resistant against masking by a stronger distractor stimulus: (i) over left frontal cortex a desynchronization of the regional beta rhythm (approximately 20 Hz) 500 msec prior to a perceived target, and (ii) a subsequent additional attenuation of both mu (approximately 10 Hz) and beta "idling" rhythms over those pericentral sensorimotor cortices which are going to process the upcoming target stimulus. Furthermore, across subjects the probability for target perception strongly correlates with the individual absolute level of pre-target amplitudes in these frequency bands and locations. These signatures significantly differed from the EEG characteristics preceding detected and undetected single stimuli. We suggest that the early activation of left frontal areas involved in top-down attentional control is critical for preventing backward masking and leads the preparation of primary sensory cortices: The ensuing prestimulus suppression of sensory idling rhythms warrants an intensified poststimulus processing, and thus, effectively promotes conscious perception of suprathreshold target stimuli embedded into an ecologically relevant condition featuring competing environmental stimuli.
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Affiliation(s)
- Ruth Schubert
- Neurophysics Group, Department of Neurology and Clinical Neurophysiology, Charité-University Medicine Berlin, Berlin, Germany.
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42
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Risner ML, Aura CJ, Black JE, Gawne TJ. The Visual Evoked Potential is independent of surface alpha rhythm phase. Neuroimage 2008; 45:463-9. [PMID: 19159692 DOI: 10.1016/j.neuroimage.2008.12.031] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2008] [Revised: 12/05/2008] [Accepted: 12/18/2008] [Indexed: 10/21/2022] Open
Abstract
A Visual Evoked Potential (VEP) is an electrical signal picked up by a surface electrode in response to the activation of visual cortex by a visual stimulus. Because the VEP is typically much smaller in magnitude than the ongoing spontaneous EEG signal, the VEP is derived by averaging a large number of responses time-locked to stimulus presentation. Standard theory has it that the VEP is independent of the ongoing EEG, however, there has long been a competing view that the VEP is caused by a partial phase reset of the spontaneous alpha rhythm. We calculated the VEP where stimuli were presented at four different phases of the ongoing alpha rhythm, and subtracted away the responses to null trials synchronized to the same alpha rhythm phases, creating estimates of the VEP as a function of ongoing alpha rhythm phase. For some subjects there was evidence of an interaction between the VEP and the phase of the ongoing alpha rhythm, but this was idiosyncratic between subjects and conditions, and mostly evident in a later period when the VEP magnitude was very small. However, in general the VEP is independent of the phase of the ongoing alpha rhythm, and hence cannot be primarily caused by a partial phase resetting of the spontaneous EEG. It is possible that the VEP is either a phase-reset of an ongoing oscillation, or an oscillation induced by the sudden onset of a stimulus, but it cannot be the same oscillation as the surface alpha.
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Affiliation(s)
- Michael L Risner
- University of Alabama at Birmingham (UAB), Department of Vision Sciences, 924 South 18th St. Birmingham, AL 35294, USA
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43
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Sauseng P, Klimesch W. What does phase information of oscillatory brain activity tell us about cognitive processes? Neurosci Biobehav Rev 2008; 32:1001-13. [PMID: 18499256 DOI: 10.1016/j.neubiorev.2008.03.014] [Citation(s) in RCA: 307] [Impact Index Per Article: 19.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2007] [Revised: 03/04/2008] [Accepted: 03/29/2008] [Indexed: 11/25/2022]
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Koch SP, Koendgen S, Bourayou R, Steinbrink J, Obrig H. Individual alpha-frequency correlates with amplitude of visual evoked potential and hemodynamic response. Neuroimage 2008; 41:233-42. [DOI: 10.1016/j.neuroimage.2008.02.018] [Citation(s) in RCA: 41] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2007] [Revised: 01/21/2008] [Accepted: 02/07/2008] [Indexed: 12/30/2022] Open
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45
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Babiloni C, Del Percio C, Brancucci A, Capotosto P, Le Pera D, Marzano N, Valeriani M, Romani GL, Arendt-Nielsen L, Rossini PM. Pre-stimulus alpha power affects vertex N2-P2 potentials evoked by noxious stimuli. Brain Res Bull 2007; 75:581-90. [PMID: 18355634 DOI: 10.1016/j.brainresbull.2007.09.009] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2007] [Revised: 09/19/2007] [Accepted: 09/26/2007] [Indexed: 11/26/2022]
Abstract
It is well known that scalp potentials evoked by nonpainful visual and auditory stimuli are enhanced in amplitude when preceded by pre-stimulus low-amplitude alpha rhythms. This study tested the hypothesis that the same holds for the amplitude of vertex N2-P2 potentials evoked by brief noxious laser stimuli, an issue of interest for clinical perspective. EEG data were recorded in 10 subjects from 30 electrodes during laser noxious stimulation. The artifact-free vertex N2-P2 complex was spatially enhanced by surface Laplacian transformation. Pre-stimulus alpha power was computed at three alpha sub-bands according to subject's individual alpha frequency peak (i.e. about 6-8Hz for alpha 1, 8-10Hz for alpha 2 and 10-12Hz for alpha 3 sub-band). Individual EEG single trials were divided in two sub-groups. The strong-alpha sub-group (high band power) included halfway of all EEG single trials, namely those having the highest pre-stimulus alpha power. Weak-alpha sub-group (low band power) included the remaining trials. Averaging procedure provided laser evoked potentials for both trial sub-groups. No significant effect was found for alpha 1 and alpha 2 sub-bands. Conversely, compared to strong-alpha 3 sub-group, weak-alpha 3 sub-group showed vertex N2-P2 potentials having significantly higher amplitude (p<0.05). These results extend to the later phases of pain processing systems the notion that generation mechanisms of pre-stimulus alpha rhythms and (laser) evoked potentials are intrinsically related and subjected to fluctuating "noise". That "noise" could explain the trial-by-trial variability of laser evoked potentials and perception.
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Affiliation(s)
- Claudio Babiloni
- Dipartimento di Fisiologia Umana e Farmacologia, Università La Sapienza, Piazzale Aldo Moro 5, Rome, Italy
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Klistorner A, Fraser C, Garrick R, Graham S, Arvind H. Correlation between full-field and multifocal VEPs in optic neuritis. Doc Ophthalmol 2007; 116:19-27. [PMID: 17680288 DOI: 10.1007/s10633-007-9072-y] [Citation(s) in RCA: 49] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2007] [Revised: 04/07/2007] [Accepted: 07/06/2007] [Indexed: 10/23/2022]
Abstract
AIM To compare performance of multi-focal and full-field Visual Evoked Potentials (VEP) in patients with optic neuritis (ON). METHOD 26 patients with unilateral ON were enrolled. Multi-focal VEP (MF VEP) was recorded using AccuMaptrade mark system. Four bipolar channels were analysed. Full-field VEP (FF VEP) was performed according to ISCEV standard using ESPION with frontal-occipital electrode placement. Pattern-reversal protocol was implemented with check size of 60' and field of view of 30 degrees . RESULT For both tests amplitude and latency of affected eye were statistically different from non-affected eye. The asymmetry of amplitude and latency between two eyes was also very similar for both tests. Averaged Relative Asymmetry Coefficient of amplitude (RAC) for the FF VEP was 0.10 +/- 0.15 and for the MF VEP was 0.12 +/- 0.12 (P = 0.21, paired t-test). Averaged latency difference between affected and non-affected eyes was 13.0 +/- 12 ms for FF and 14.1 +/- 11.1 ms for MF VEPs (P = 0.14, paired t-test). Coefficient of correlation (r) of p100 component of the FF VEP and averaged MF VEP was 0.60 (P < 0.0001) for amplitude and 0.79 (P < 0.0001) for latency. Correlation improved when amplitude and latency asymmetry between two eyes was analysed (r = 0.81 and r = 0.92 respectively). Overall 73% of affected eyes were identified as abnormal by amplitude and/or latency of the FF VEP and 89% was considered abnormal when MF VEP was used. Analysis of individual cases revealed superior performance of MF VEP in detecting small or peripheral defects.
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Affiliation(s)
- Alexander Klistorner
- Save Sight Institute, Sydney Eye Hospital, University of Sydney, Macquarie Street, PO BOX 4337, Sydney, NSW 2001, Australia.
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47
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Min BK, Busch NA, Debener S, Kranczioch C, Hanslmayr S, Engel AK, Herrmann CS. The best of both worlds: Phase-reset of human EEG alpha activity and additive power contribute to ERP generation. Int J Psychophysiol 2007; 65:58-68. [PMID: 17428561 DOI: 10.1016/j.ijpsycho.2007.03.002] [Citation(s) in RCA: 65] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2006] [Revised: 02/21/2007] [Accepted: 03/02/2007] [Indexed: 11/25/2022]
Abstract
Some authors have proposed that event-related potentials (ERPs) are generated by a neuronal response which is additive to and independent of ongoing activity, others demonstrated that they are generated by partial phase-resetting of ongoing activity. We investigated the relationship between event-related oscillatory activity in the alpha band and prestimulus levels of ongoing alpha activity on ERPs. EEG was recorded from 23 participants performing a visual discrimination task. Individuals were assigned to one of three groups according to the amount of prestimulus total alpha activity, and distinct differences of the event-related EEG dynamics between groups were observed. While all groups exhibited an event-related increase in phase-locked (evoked) alpha activity, only individuals with sustained prestimulus alpha activity showed alpha-blocking, that is, a considerable decrease of poststimulus non-phase-locked alpha activity. In contrast, individuals without observable prestimulus total alpha activity showed a concurrent increase of phase-locked and non-phase-locked alpha activity after stimulation. Data from this group seems to be in favor of an additive event-related neuronal response without alpha-blocking. However, the dissociable EEG dynamics of total and evoked alpha activities together with a complementary simulation analysis indicated a partial event-related reorganization of ongoing brain activity. We conclude that both partial phase-resetting and partial additive power contribute dynamically to the generation of ERPs. The prestimulus brain state exerts a prominent influence on event-related brain responses.
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Affiliation(s)
- Byoung-Kyong Min
- Department of Biological Psychology, Otto-von-Guericke University, Magdeburg, Germany
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48
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Rousselet GA, Husk JS, Bennett PJ, Sekuler AB. Single-trial EEG dynamics of object and face visual processing. Neuroimage 2007; 36:843-62. [PMID: 17475510 DOI: 10.1016/j.neuroimage.2007.02.052] [Citation(s) in RCA: 81] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2006] [Revised: 02/06/2007] [Accepted: 02/09/2007] [Indexed: 12/01/2022] Open
Abstract
There has been extensive work using early event-related potentials (ERPs) to study visual object processing. ERP analyses focus traditionally on mean amplitude differences, with the implicit assumption that all of the neuronal activity of interest is evoked by the stimulus in a time-locked manner from trial to trial. However, several recent studies have suggested that visual ERP components might be explained to a large extent by the partial phase resetting of ongoing activity in restricted frequency bands. Here we apply that approach to the neural processing of visual objects. We examine the single-trial dynamics of the EEG signal elicited by the presentation of noise textures, houses and faces. We show that the brain response to those stimuli is best explained by amplitude increase that is maximal in the 5- to 15-Hz frequency band. The results indicate also the presence of a substantial increase in phase coherence in the same frequency band. However, analyses of residual activity, after subtracting the mean from single trials, show that this increase in phase coherence is not due to phase resetting per se, but rather to the presence of the ERP+noise in each trial. In keeping with this idea, a simulation demonstrates that a purely evoked model of the ERP produces quantitatively very similar results. Finally, the stronger response to faces compared to other objects (the 'N170 face effect') can be explained by a pure modulation of amplitude centered in the 5- to 15-Hz band.
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Affiliation(s)
- Guillaume A Rousselet
- McMaster University, Department of Psychology, Neuroscience and Behaviour, Hamilton, ON, Canada L8S 4K1.
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Klimesch W, Sauseng P, Hanslmayr S, Gruber W, Freunberger R. Event-related phase reorganization may explain evoked neural dynamics. Neurosci Biobehav Rev 2007; 31:1003-16. [PMID: 17532471 DOI: 10.1016/j.neubiorev.2007.03.005] [Citation(s) in RCA: 205] [Impact Index Per Article: 12.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2006] [Revised: 03/19/2007] [Accepted: 03/29/2007] [Indexed: 11/21/2022]
Abstract
The traditional view holds that event-related potentials (ERPs) reflect fixed latency, fixed polarity evoked responses that appear superimposed on the 'background EEG'. The validity of the evoked model has been questioned by studies arguing that ERPs are generated at least in part by a reset of ongoing oscillations. But a proof of phase reset that is distinct from the 'artificial' influence of evoked components on EEG phase-has been proven difficult for a variety of methodological reasons. We argue that a theoretical analysis of the assumptions and empirical evaluation of predictions of the evoked and oscillatory ERP model offer a promising way to shed new light on mechanisms generating ERPs that goes well beyond attempts to prove phase reset. Research on EEG oscillations documents that oscillations are task relevant and show a common operating principle, which is the control of the timing of neural activity. Both findings suggest that phase reorganization of task relevant oscillations is a theoretical necessity. We further argue and show evidence that (i) task relevant oscillations exhibit a typical interactive and task relevant relationship between pre- and poststimulus power in the theta and alpha frequency range in a way that small prestimulus power is related to large poststimulus power and vice versa, (ii) ERP (interpeak) latencies and (iii) ERP amplitudes reflect frequency characteristics of alpha and theta oscillations. We emphasize that central assumptions of the evoked model cannot be substantiated and conclude that the ERPR model offers a new way for an integrative interpretation of ongoing and event-related EEG phenomena.
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Affiliation(s)
- Wolfgang Klimesch
- Department of Physiological Psychology, Institute of Psychology, University of Salzburg, Hellbrunnerstrasse 34, A-5020 Salzburg, Austria.
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Naruse Y, Matani A, Hayakawa T, Fujimaki N. Influence of seamlessness between pre- and poststimulus alpha rhythms on visual evoked potential. Neuroimage 2006; 32:1221-5. [PMID: 16790359 DOI: 10.1016/j.neuroimage.2006.04.222] [Citation(s) in RCA: 17] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2006] [Revised: 04/21/2006] [Accepted: 04/25/2006] [Indexed: 11/20/2022] Open
Abstract
The influence of seamlessness between the prestimulus alpha rhythm and poststimulus alpha ringing on the visual evoked potentials (VEPs) was investigated. Subjects passively viewed a series of 1000 flash stimuli with their eyelids closed, and their VEPs were recorded. The instantaneous phase angle of the alpha rhythm in each subject was calculated by using a two-cycle complex exponential sequence. VEPs were classified into four subsets according to seamlessness: how well the phase angle of the prestimulus alpha rhythm and the backward-extrapolated phase angle from poststimulus alpha ringing were synchronized. VEPs of each subset were averaged. A one-way repeated measures analysis of variance revealed that seamlessness significantly affected the amplitude of P100. Moreover, the level of seamlessness significantly affected the phase locking index. Two models for the generating evoked potentials have been proposed; one is the phase resetting model (Makeig, S., Westerfield, M., Jung, T.P., Enghoff, S., Townsend, J., Courchesne, E., Sejnowski, T.J., 2002. Dynamic brain sources of visual evoked responses. Science 295, 690-694) and the other is the evoked model (Mäkinen, V., Tiitinen, H., May, P., 2005. Auditory event-related responses are generated independently of ongoing brain activity. Neuroimage 24, 961-968). These results suggest that alpha ringing is possibly generated by the phase-resetting alpha rhythm and support the phase resetting model.
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Affiliation(s)
- Yasushi Naruse
- The University of Tokyo, 317 Kiban Bldg. 5-1-5, Kashiwanoha, Kashiwa 277-8561, Japan.
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