Oscillatory gamma activity in humans: a possible role for object representation

Size: px
Start display at page:

Download "Oscillatory gamma activity in humans: a possible role for object representation"

Transcription

1 Ž. International Journal of Psychophysiology Oscillatory gamma activity in humans: a possible role for object representation Olivier Bertrand, Catherine Tallon-Baudry Mental Processes and Brain Acti ation Laboratory, INSERM U280, 151 cours Albert Thomas, Lyon, France Received 4 October 1999; accepted 6 June 2000 Abstract The coherent representation of an object has been suggested to be established by the synchronization in the gamma range Ž Hz. of a distributed neural network. So-called 40-Hz activity in humans could reflect such a mechanism. We have presented here experimental evidence supporting this hypothesis, both in the visual and auditory modalities. However, different types of gamma activity should be distinguished, mainly the evoked 40-Hz response and the induced gamma activities. Only induced gamma activities seem to be related to coherent object representations. In addition, their topography depends on sensory modality and task, which is in line with the idea that they reflect the oscillatory synchronization of task-dependent networks. They can also be functionally and topographically distinguished from the classical evoked potentials and from the alpha rhythm. It was also proposed that the functional role of gamma oscillations is not restricted to object representation established through bottom-up mechanisms of feature binding, but also extends to the cases of internally driven representations and to the maintenance of information in memory Elsevier Science B.V. All rights reserved. Keywords: Synchrony; Gamma oscillation; 40-Hz; Object representation; Feature binding; EEG; Evoked potentials 1. Introduction Synchronized oscillatory activity in the gamma Ž. range Hz could play a major role in Corresponding author. Tel.: ; fax: address: bertrand@lyon151.inserm.fr Ž O. Bertrand.. linking the different areas involved in the same object representation into a unified, coherent percept. Indeed, the distributed nature of the network coding for a given object in a particular task is now well documented, in particular by many neuroimaging studies Žfor review see Courtney et al., Following the theoretical proposal from Milner Ž 1974., von der Malsburg and Schneider Ž 1986., the neural structures participating in this $ - see front matter 2000 Elsevier Science B.V. All rights reserved. Ž. PII: S

2 212 O. Bertrand, C. Tallon-Baudry International Journal of Psychophysiology network might be dynamically linked by oscillatory synchronous firing. Over the last decade, this hypothesis has been supported by a growing body of experimental findings in anesthetized and awake animals ŽGray et al., 1989; Kreiter and Singer, 1996; for review see Singer and Gray, The inspection of the human EEG MEG literature since the 1950s reveals numerous reports of gamma oscillatory activities in various sensory modalities and tasks ŽGalambos et al., 1981; Pantev et al., 1991; Pfurtscheller et al., 1994, among many others: Sem-Jacobsen et al., 1956; Sheer, 1989; for review see Tallon-Baudry and Bertrand, At first glance, these observations may appear rather disparate. Two major factors contribute to this impression: Ž. 1 different electrophysiological phenomena have been very often gathered under the same term 40-Hz activity in an undifferentiated manner; and Ž. 2 a common framework for interpretation is somehow lacking. The three different types of 40-Hz activities observed in humans Žnamely, evoked, induced and steady-state responses.ž Galambos, will be presented. Experimental evidence showing that induced gamma activity can be related to the generation of unified object representation will be given. The functional specificity of induced gamma oscillations, as compared to the evoked gamma response or classical evoked potential, will be assessed. 2. The three different types of 40-Hz activities 2.1. Steady-state response Steady-state evoked potentials are obtained in response to periodically modulated stimuli Žaudi- tory, visual or somatosensory.. They have a sinusoidal-like waveform at the driving stimulus frequency, and show amplitude maxima in different frequency bands, particularly at approximately 40 Hz. They could reflect the superposition of transient early evoked components ŽGalambos et al., 1981; Morgan et al., E oked gamma A transient oscillatory evoked response has been observed in the first 100 ms following auditory, visual or somatosensory stimuli. It has the general property of evoked responses to be quite strictly phase-locked to stimulus onset. It could thus be easily detected in the narrow-band filtered average evoked potential. It has first been described in the auditory modality ŽPantev et al., 1991; Ribary et al., 1991., and later in the visual modality Ž Sannita et al., 1995; Tallon et al., at approximately 40 Hz. This evoked gamma response, mainly studied in the auditory modality, has never been systematically compared to the classical evoked components occurring in the same latency range. An alternative interpretation is that this 40-Hz evoked response could be part of a large-band complex response. Indeed, narrow-band filtering could artificially create an oscillatory phenomenon. In addition, no specific functional role of this gamma response has been demonstrated so far in the framework of the object representation hypothesis Induced gamma The third type of gamma response that has been observed in the human EEG, namely induced gamma activity, could be related to the object representation hypothesis. It appears as bursts of oscillatory activity with a latency jitter from trial to trial Ž Fig. 1a, dashed box.. Such an induced gamma response cancels out by classical stimulus-locked potential averaging Ž Fig. 1b.. It thus requires specific detection methods based on spectral analysis, yielding to positive power values that could sum up in the average across trials Ž Fig. 1c.. Since both the latency and frequency of oscillatory bursts are a priori not known, a timefrequency representation of the signal is more appropriate ŽMakeig, 1993; Tallon-Baudry and Bertrand, The approach we propose is based on a wavelet transform which provides a better compromise between time and frequency resolution than the more classical moving short-

3 O. Bertrand, C. Tallon-Baudry International Journal of Psychophysiology Fig. 1. Ž. a. Successive simulated EEG trials with an early gamma response phaselocked to stimulus onset Ž full line boxes. and a late gamma burst jittering in latency Ž dashed line boxes.. Ž b.. Averaging in the time domain across trials leads to the conventional evoked potential. Ž. c. Time-frequency power representation Ž wavelet transform. of the evoked gamma response. The x-axis is time, and the y-axis is frequency. The gray scale codes the variations of power Ž positive or negative. with respect to a prestimulus baseline. The non-phase-locked activity cancels out. Ž d.. Time-frequency power computed for each singe trial. Ž e.. Average of time-frequency powers across trials. The induced gamma response is clearly visible. term Fourier transform Ž Sinkkonen et al., To detect stimulus-induced activities, a waveletbased analysis Žcomplex Gaussian wavelet, fully detailed in Tallon-Baudry and Bertrand Ž is applied on each single trial Ž Fig. 1d., and timefrequency powers are then averaged across trials Ž Fig. 1e.. It is thus possible to identify nonphase-locked activity as long as its signal-to-noise ratio is high enough and its latency jitter does not exceed the wavelet duration. What is usually considered are the variations of gamma power with respect to a particular baseline level that is usually taken in the pre-stimulus period. Evidence will be given that such induced activities could reflect the activation of an object representation, both in the visual and auditory modality. 3. Functional importance of visually induced gamma activity If synchronized oscillatory activity indeed plays a role in linking together the different neural regions involved in the same object processing, it should be enhanced whenever a coherent percept is being built. So far, we have tested three different experimental paradigms involving the activation of an object representation. In the first case Ž Tallon-Baudry et al., 1996., subjects were presented with coherent triangles or an incoherent control Ž Fig. 2a.. Both coherent stimuli Ž illusory and real triangles. elicit a significantly increased induced gamma response compared to the no-triangle stimulus, at approximately 280 ms Ž Fig. 2b,c.. In this experiment, all stimuli share the same type of physical properties; however, only the perception of the illusory and real triangles involves some binding between the different parts of the image to build a coherent representation. The increased induced gamma response could thus correspond to the synchronized oscillatory cell assembly reflecting the activation of this representation. These results are in keep- Ž. ing with those of Lutzenberger et al. 1995,

4 214 O. Bertrand, C. Tallon-Baudry International Journal of Psychophysiology Muller et al. Ž 1996, 1997.; see also this issue Ž Muller et al., who observed an increase in gamma power on response to coherently moving bars or with ambiguous rotating figures. On the other hand, the evoked potentials do not vary according to stimulus coherency: two successive effects are observed, the illusory triangle eliciting a more prominent temporo-occipital negativity at approximately 250 ms and the real triangle a parietal positivity at 320 ms Ž Fig. 2d.. In addition, in a similar experiment, Herrmann and Mecklinger Ž observed an increase of the early evoked gamma response to the target stimulus. However, the general hypothesis on the functional role of oscillatory synchronization does not Fig. 2.

5 O. Bertrand, C. Tallon-Baudry International Journal of Psychophysiology Fig. 3. Ž. a. Example of the stimuli used. A naive subject perceives such a stimulus as meaningless blobs. However, subjects can be trained to detect the Dalmatian dog that is hidden in the picture. The outlines of the Dalmatian dog have been extracted Žrightmost column. to provide the reader with the object searched for. Ž b.. Time-frequency plots Ž grand average across 13 subjects. at electrode O1, in response to the Dalmatian dog picture in naive Ž left. or trained Ž right. subjects. The induced gamma activity at 280 ms after stimulus onset is massively increased in trained subjects. This could indicate that it reflects the activation of the internal representation of the Dalmatian dog that is needed to perform the task. An evoked gamma response peaking at 100 ms at Cz was also present in these data, but not visible at electrode O1. This evoked gamma response did not vary with stimulus conditions. Ž. c. Topographical map of the induced gamma response Ž back view of the head.. only predict an increase in gamma power when an object representation is being built from the stimulus presented, as in the experiences above, but also whenever an internal representation is being activated through top-down processes or retrieved from memory. Fig. 2 Ž. a. Stimuli. Subjects were presented with two coherent stimuli Ž illusory and real triangles. and a not coherent stimulus Ž no-triangle stimulus.. They had to count the occurrences of a curved illusory triangle. Correct performance of this task indicates that subjects perceive correctly illusory contours throughout the whole experiment. Ž b.. Time frequency plots Žgrand average across eight subjects, 150 trials per subject and stimulus condition. at electrode Cz, in response to the illusory triangle Ž left. and to the no-triangle stimulus Ž right.. At this electrode, both evoked and induced gamma responses could be observed. An evoked gamma response could be seen at 100 ms and 40 Hz, in response to all stimuli. It did not vary with stimulus coherency, and peaked at Cz. Later, an induced gamma response appears at approximately 280 ms, extending from 30 to 60 Hz. This induced gamma activity was much more pronounced in response to coherent stimuli than in response to the no-triangle stimulus, and peaked at more occipital electrodes. Ž. c. Topographical maps of the mean ms, Hz energy in response to the three stimulus types Žback view of the head.. Both the illusory and real triangles elicit a prominent occipital induced gamma activity Ž arrows.. Differences between the two triangles are not significant. This induced gamma activity could thus reflect the spatial binding between the different parts of the picture into a coherent triangle representation. Ž d.. Topographical maps Ž back views. of the classical evoked potentials, at the two latencies where significant differences can be observed. At 250 ms, the illusory triangle elicits a more pronounced occipital and bilateral negativity Ž arrows. than the two other stimuli. At 320 ms, the parietal positivity is extended over the right hemisphere in response to the real triangle. The effects observed in the evoked potentials are thus different from those in the gamma range.

6 216 O. Bertrand, C. Tallon-Baudry International Journal of Psychophysiology In a second experiment ŽTallon-Baudry et al., 1997., we tested whether the activation of an internal object representation also elicits a strong gamma activity. We used a modified version of the well-known Dalmatian dog picture Ž Fig. 3.. Naive subjects perceive this kind of pictures as meaningless black blobs on a gray background. However, once trained, subjects can detect the Dalmatian dog that is hidden in the picture, provided that they know what they are looking for. In other words, they need to activate an internal representation of the dog to be able to dissociate it from the background. To ensure the perception of the Dalmatian dog, the subjects had to discriminate between two dogs Žhead rightward or leftward.. When subjects actively search for the Fig. 4.

7 O. Bertrand, C. Tallon-Baudry International Journal of Psychophysiology dog, the induced gamma response is massively enhanced, suggesting that the activation of a mental representation through top-down mechanisms also involves the oscillatory synchronization of a distributed cell assembly. It should be noted that, in this experiment, the increase of gamma activity occurs earlier than any change in the evoked potentials. A third prediction was that gamma activity should be present during the rehearsal of an object representation in short-term memory ŽTal- lon-baudry et al., 1998, To test this prediction, subjects had to perform a delayed-matchingto-sample task, with rounded shapes as stimuli Ž Fig. 4a.. An induced gamma appears in response to the first stimulus, at occipital electrodes. During the delay, a sustained gamma activity is observed. It disappears in a control condition in which sustained attention, but no stimulus memorization is required Ž Fig. 4b.. The topography of the sustained gamma activity appearing during rehearsal in memory ŽFig. 4c. shows both an occipito-temporal and a frontal maximum, which is in line with the hypothesis of the synchronization of an occipito-frontal network in visual short-term memory tasks ŽFuster, In addition, the topographies of gamma activity in the delayed-matching-to-sample task, in the Dalmatian dog Ž Fig. 3c. and in the triangles Ž Fig. 2c. experiments are different, suggesting that different gamma networks can be activated depending on the task to be performed. Another component of the response, in the beta range Ž Hz., was also enhanced during the delay in the memory condition compared to the control condition. Its topographical distribution suggests the existence of a second memoryrelated occipito-frontal network, not overlapping the one in the gamma range Ž Fig. 4c,d.. No effect was observed in the alpha Ž 8 12 Hz. range during the delay Ž Fig. 4e.. In addition, the manipulation of the delay duration Ž Tallon-Baudry et al., revealed that no component of the evoked potential was likely to reflect the rehearsal of the first stimulus in short-term memory. Indeed, only the oscillatory activities in the gamma and beta range showed a sustained time-course during the delay compatible with an active maintenance of information in visual short-term memory. However, we did not investigate oscillations in the theta band which may play a role in memory processes Žvon Stein and Sarnthein, 2000; Klimesch et al., Auditory evoked and induced gamma responses 4.1. E oked 40-Hz response A transient 40-Hz oscillatory component has been observed in the first 100 ms following a transient acoustic stimulus in the averaged evoked response from either electrical or magnetic signals. It consists of a small amplitude response, Fig. 4 Ž. a. Left: protocol in the memory condition. A first stimulus was presented for 400 ms, followed by a delay of 800 ms. After the second stimulus onset, subjects had to press a button when the two shapes presented were identical. Right: protocol in the control condition. At the end of the trial, the fixation point could either stay bright or dim lightly. Subjects were instructed to press a button in response to the dimming. In this control condition, it was not necessary to maintain the first stimulus in short-term memory. Ž b.. Time-frequency plots Ž grand average across 13 subjects. at electrode C3, in the memory Ž left. and control Ž right. conditions. An induced gamma response to the first stimulus onset can be seen at approximately 280 ms in both conditions, even though it was larger in the memory condition. It was followed by an induced gamma response to stimulus offset. During the delay, induced gamma activity was observed in the memory condition only, suggesting that it could reflect the rehearsal of the first stimulus representation in visual short-term memory. Ž c f.. Topographical maps during the delay, in the memory and control conditions. Ž. c. In the memory condition, the energy in the gamma range is distributed over occipital and frontal electrodes, which is in line with the known functional anatomy of human visual short-term memory. Ž d.. In the beta range, the energy is also higher in the memory condition, over occipital and frontal electrodes. However, the maxima of activity in the beta and gamma ranges are not overlapping. Ž. e. No difference between conditions can be observed in the alpha range. Ž. f. In the evoked potentials, an occipito-parietal negativity shows up at the beginning of the delay Ž 750 ms.. A more parieto-central negativity develops later Ž1050 ms.; another experiment using randomized delay duration suggests that this second negativity is a contingent-negative-variation-like wave.

8 218 O. Bertrand, C. Tallon-Baudry International Journal of Psychophysiology phase-locked to the stimulus onset and occurring in the same time range as the middle-latency auditory components Ž Fig. 5a.. Pantev et al. Ž revealed from magnetic recordings that this 40-Hz response is generated at least partially in the auditory cortex. Similarly, we have shown Ž Bertrand and Pantev, that the scalp distribution of the electrical 40-Hz response presents a topographical pattern characterized by a polarity reversal across the Sylvian fissure of both scalp potential and scalp current density. This suggests neural generators of alternating orientation in a rather focal area, in or near the auditory cortex Ž Fig. 5b., as observed for middle-latency Ž Pa. or N100 components. However, from MEG signals, these neural sources were found 5 mm more anterior and more medial than the sources of the slow auditory component peaking at 100 ms Ž N100. Ž Pantev et al., Furthermore, the sources of the 40-Hz components do not follow a tonotopic organization, as opposed to the sources of the low-frequency evoked components in the Fig. 5. Stimuli: 50 ms tone burst Ž 1000 Hz. presented binaurally Ž random ISI, mean 700 ms. to subjects watching a silent video movie. Ž. a. Averaged evoked response at electrode Cz Ž 1000 stimuli, grand average across 10 subjects., wide-band Ž 0 50 Hz. and narrow-band Ž Hz. digitally filtered. Oscillations appearing in the first 70 ms could be related to the successive middle-latency components. Ž b.. Scalp topography of two successive peaks Ž 38 and 50 ms. of the filtered gamma response. Potential and scalp current density Ž surface Laplacian. distributions show a polarity reversal across a line delineating the Sylvian fissure. These patterns are very similar to those classically observed for Pa Ž 30 ms. and N100 components. Ž c.. Time-frequency representation at electrode Cz of the average evoked response, with the time-course of the mean power between 35 and 50 Hz, and its topography at the latency of the maximum Ž 30 ms.. Ž d.. Average across trials of the time-frequency representations with a baseline power level in the pre-stimulus Ž 200 to 50 ms.. The time-course of the mean power between 35 and 50 Hz shows a decrease followed by a decrease. The topography at the latency of the maximum Ž 210 ms. clearly differs from that of the evoked gamma power. Note the difference in amplitude between the induced and the evoked gamma responses.

9 O. Bertrand, C. Tallon-Baudry International Journal of Psychophysiology same latency range Žcomponents Pa approx. 30 ms and N100 approx. 90 ms.žbertrand and Pantev, This may then suggest the contribution of functionally distinct neural populations. However, due to the narrow filters used Ž Hz., this 40-Hz response may also correspond to the superimposition of successive evoked components having sources following distinct tonotopic organization. An alternative interpretation suggested that oscillatory 40-Hz spontaneous activity may be reset and enhanced by sensory stimuli, thus leading to a response phase-locked to the stimulus ŽRibary et al., These authors also claimed that it is initiated in the thalamus and propagates through cortico-thalamic loops with rostro-caudal sweeps. This interpretation was proposed because a fronto-occipital phase-shift of the oscillating waves was observed over the head. However, these data may be explained as well by several active sources in or near the auditory cortex and slightly delayed in time. The amplitude characteristics with stimulus rate of the magnetic 40-Hz response and the N100 component were found to be different, thus suggesting the contribution of neural generators having distinct habituation pattern ŽPantev et al., This response disappears during deep and REM sleep Ž Llinas and Ribary, 1993., and is enhanced by selective attention to the acoustic input Ž Tiitinen et al., The 40-Hz response seems also to be related to the temporal integration of two successive click stimuli ŽJoliot et al., Finally, in a passive odd-ball paradigm, no difference was found in the 40-Hz response between standard and deviant tones ŽTiitinen et al., However, in none of these experiments was the 40-Hz response compared to the multiple components of the wide-band response occurring in the very same latency range, namely the middlelatency components Ž ms.. When comparisons were made in these studies, they concerned only the 40-Hz maximum peak and N100 component occurring in successive time-periods. The functional specificity of this response as a unitary event thus remains to be established Induced gamma acti ity Induced gamma activity, not phase-locked to the stimulus, was observed on the human scalp during a simple acoustic detection task ŽJokeit and Makeig, The strength of the induced response increased between 200 and 400 ms after stimulus onset in subjects who reacted rapidly, whereas it increased before stimulus onset for subjects who reacted more slowly. Another study based on passive and active auditory paradigms has reported differences in the EEG gamma power, ms after subjects heard standard tones compared to when they heard deviant tones Ž Marshall et al., In an experiment where subjects were passively listening 1000 Hz tone-bursts of 50 ms duration Ž Bertrand et al., 1999., we detected in the EEG an induced oscillatory response characterized by a reduction Ž before 150 ms. followed by an increase Ž peaking between 150 and 300 ms. of gamma power with respect to the pre-stimulus level Ž Fig. 5d.. This temporal pattern of activation is similar to that reported from epipial electrode array placed over the auditory cortex of anaesthetized rats after acoustic click presentation Ž Franowicz and Barth, Furthermore, the scalp topography of the induced gamma response, with a maximum spreading over parietal electrodes Ž Fig. 5d., clearly differs from that of the evoked 40-Hz response as well as later auditory evoked components Ž N100 and P200., suggesting different neural sources. A frequency discrimination paradigm was used to test for a possible role of induced gamma activity in acoustic object representation ŽBertrand et al., 1998; Tallon-Baudry and Bertrand, Frequent standard tones Ž1000 Hz. and rare deviant tones, targets Ž 1040 Hz. and distractors Ž 1080 Hz., were presented to the subjects who had to detect targets by a button press. The tone frequencies were chosen such that the task could not be performed automatically Ž85% of correct responses.. The inter-stimulus interval was constant Ž 1.4 s., and subjects were aware that at least three standard tones were delivered between two deviants. As in the passive listening situation, although with five times higher ampli-

10 220 O. Bertrand, C. Tallon-Baudry International Journal of Psychophysiology tude, the induced gamma response to standard tones was characterized by a power decrease Žap- prox. 100 ms. followed by an increase Žapprox. 250 ms.. The gamma response to the second standard tone Ž second STD. following a deviant was compared to that of the last standard tone Ž last STD. preceding a deviant Žwhen the subjects were highly expecting a target to occur soon.. We found ŽFig. 6a. that the induced gamma response peaks significantly later for the last STD Ž approx. 500 ms. than for the second STD Ž approx. 250 ms. and remains longer Ž up to 1000 ms.. Furthermore, following deviant tones Ž target or distractor. the gamma activity does not show any increased power but rather a transient decrease followed by a return to baseline. The time averaged evoked potentials after the second and last STD showed a very clear difference characterized by a large parieto-central positive component between 200 and 400 ms Ž Fig. 6b.. These evoked responses start to differ in the same time period as the induced gamma responses, which present different onset slopes. However, while the ERP differences are rather restricted in time Ž ms., the gamma response to the last STD remains sustained for a much longer time Ž ms.. These different time-courses suggest that induced gamma oscillations and ERP components reflect distinct neural processes. The prolonged induced gamma activity after several standard tones could be interpreted in terms of increased attention oriented towards an Fig. 6. Stimuli: 50 ms pure tone burst were delivered binaurally with a constant ISI Ž 1.4 s.: frequent standard tones Ž 1000 Hz. and rare deviant tones Ž target at 1040 Hz or distractor at 1080 Hz.. Subjects had to press a button after each target tone, and they were aware that at least three standards were delivered between two deviants. Induced and evoked responses were computed separately for the second standard Ž second STD in full thin line. following a deviant and the last standard Ž last STD in full thick line. preceding a deviant. Ž. a. Time-course of the mean power between 35 and 50 Hz Ž induced gamma response. is presented for second STD, last STD and target tones. The baseline level is the same for the three curves: pre-stimulus period Ž 250 to 50 ms. of the second STD tone. The last STD elicits a more prolonged gamma activity that may be related to increased attention or pitch rehearsal in memory. Bottom: topography of the prolonged gamma response at 450 ms. Ž b.. Evoked responses of the same tones showing clear differences between the second and the last STD tones between 200 and 400 ms. The response to the target shows a P300 component at approximately 400 ms. Bottom: topography of the increased positivity after the last tone Ž 250 ms.. In the time period when the induced gamma response of the second and the last STD are significantly different Ž ms., the corresponding evoked responses are identical.

11 O. Bertrand, C. Tallon-Baudry International Journal of Psychophysiology expected target. The subjects reported that, because of the difficulty of the task, they had to actively maintain in memory each of the shortduration standard tones to detect small stimulus frequency differences. The sustained gamma could thus be also interpreted in terms of rehearsal of the pitch representation required to correctly perform the task. Furthermore, after the presentation of a deviant tone, the gamma activity is no longer increased, suggesting that the frequency discrimination is performed by faster different processes. This result in the auditory modality is in line with our working hypothesis proposing that gamma oscillations should emerge during tasks requiring activation of an object representation. less clear-cut, since they both show the same type of variation with the task, although with different topographies. With the only restriction concerning beta activities, the induced gamma activity was the only component of the response to vary in accordance with the predictions of the object representation hypothesis. In addition, the task-dependency of gamma activity suggests that it reflects the activation of a task-oriented network. These results thus give strong support to the idea that the establishment of a coherent and unified percept is achieved through the oscillatory synchronization in the gamma range of a distributed neural network. Acknowledgements 5. Conclusions Do induced gamma activities and evoked potentials reflect distinct processes? Several arguments stand in favor of a clear distinction between these two phenomena. Indeed, the topographies of induced gamma and evoked potentials can be very different, as for example during the delay in the visual short-term memory experiment Ž Fig. 4., or fairly close, as in the acoustic frequency discrimination task Ž Fig. 6.. The effects observed on induced gamma activity can occur at shorter latencies than those observed in the evoked potentials Ž as in the Dalmatian dog experiment., or at longer latencies Žas in the acoustic frequency discrimination task.. Therefore, the precedence of evoked potentials effects on induced gamma modulations cannot be considered to be a general rule. Finally, the effect of stimulus features or task is different on the evoked potential and on the induced gamma activity. Could gamma oscillations be harmonics of lower-frequency rhythms Ž Jurgens et al., 1995.? The visual short-term memory experiment provides evidence that induced gamma and alpha rhythms are functionally and topographically distinct. However, in the same experiment, the relationships between gamma and beta activities are This work was supported by grants from the Rhone-Alpes ˆ Region Ž References Bertrand, O., Pantev, C., Stimulus frequency dependence of the transient oscillatory auditory evoked responses Ž 40 Hz. studied by electric and magnetic recordings in human. In: Pantev, C., Elbert, T., Lutkenhoner, B. Ž Eds.., Oscillatory Event-Related Brain Dynamics, 271. Plenum Press, New York, London, pp Bertrand, O., Tallon-Baudry, C., Giard, M.H., Pernier, J., Auditory induced 40 Hz activity during a frequency discrimination task. Neuroimage 7, S370. Bertrand, O., Tallon-Baudry, C., Pernier, J., Timefrequency analysis of oscillatory gamma-band activity: wavelet approach and phase-locking estimation. In: Aine C.J., Okada Y., Stroink G., Swithenby S.J., Wood C.C., Biomag 96: Proceedings of the tenth International Conference on Biomagnetism. Springer, pp Courtney, S.M., Ungerleider, L.G., Keil, K., Haxby, J.V., Transient and sustained activity in a distributed neural system for human working memory. Nature 386, Franowicz, M.N., Barth, D.S., Comparison of evoked potentials and highfrequency Ž gamma-band. oscillating potentials in rat auditory cortex. J. Neurophysiol. 74, Fuster, J.M., Network memory. Trends Neurosci. 20, Galambos, R., A comparison of certain gamma band Ž 40-Hz. brain rhythms in cat and man. In: Basar, E., Bullock, T.H. Ž Eds.., Induced Rhythms in the Brain. Birkhauser, Boston, Basel, Berlin, pp

12 222 O. Bertrand, C. Tallon-Baudry International Journal of Psychophysiology Galambos, R., Makeig, S., Talmachoff, P.J., A 40-Hz auditory potential recorded from the human scalp. Proc. Natl. Acad. Sci. USA 78, Gray, C.M., Konig, P., Engel, A.K., Singer, W., Oscillatory responses in cat visual cortex exhibit inter-columnar synchronization which reflects global stimulus properties. Nature 338, Herrmann, C.S., Mecklinger, A., Magnetoencephalographic responses to illusory figures: early evoked gamma is affected by processing of stimulus features. Int. J. Psychophysiol. 38, Jokeit, H., Makeig, S., Different event-related patterns of gamma-band power in brain waves of fast- and slow-reacting subjects. Proc. Natl. Acad. Sci. USA 91, Joliot, M., Ribary, U., Llinas, R., Human oscillatory brain activity near 40 Hz coexists with cognitive temporal binding. Proc. Natl. Acad. Sci. USA 91, Jurgens, E., Rosier, F., Henninghausen, E., Heil, M., Stimulus-induced gamma oscillations: harmonics of alpha activity? Neuroreport 6, Klimesch, W., Doppelmayr, M., Schimke, H., Ripper, B., Theta synchronization and alpha desynchronization in a memory task. Psychophysiology 34, Kreiter, A.K., Singer, W., Stimulus-dependent synchronization of neuronal responses in the visual cortex of the awake macaque monkey. J. Neurosci. 16, Llinas, R., Ribary, U., Coherent 40-Hz oscillation characterizes dream state in humans. Proc. Natl. Acad. Sci. USA 90, Lutzenberger, W., Pulvermuller, F., Elbert, T., Birbaumer, N., Visual stimulation alters local 40-Hz responses in humans: an EEG-study. Neurosci. Lett. 183, Makeig, S., Auditory event-related dynamics of the EEG spectrum and effects of exposure to tones. Electroencephalogr. Clin. Neurophysiol. 86, Marshall, L., Molle, M., Bartsch, P., Event-related gamma band activity during passive and active oddball tasks. Neuroreport 7, Milner, P.M., A model for visual shape recognition. Psychol. Rev. 81, Morgan, S.T., Hansen, J.C., Hillyard, S.A., Selective attention to stimulus location modulates the steady-state visual evoked potential. Proc. Natl. Acad. Sci. USA 93, Muller, M.M., Bosch, J., Elbert, T. et al., Visually induced gamma-band responses in human electroencephalographic activity a link to animal studies. Exp. Brain Res. 112, Muller, M.M., Gruber, T., Keil, A., Elbert, T., Modulation of induced gamma band activity in the human EEG by attention and visual information processing. Int. J. Psychophysiol. 38, Muller, M.M., Teder, W., Hillyard, S.A., Magnetoencephalographic recording of steady-state visual evoked cortical activity. Brain Topogr. 9, Pantev, C., Elbert, T., Makeig, S., Hampson, S., Eulitz, C., Hoke, M., Relationship of transient and steady-state auditory evoked fields. Electroencephalogr. Clin. Neurophysiol. 88, Pantev, C., Makeig, S., Hoke, M., Galambos, R., Hampson, S., Gallen, C., Human auditory evoked gamma-band magnetic fields. Proc. Natl. Acad. Sci. USA 88, Pfurtscheller, G., Flotzinger, D., Neuper, C., Differentiation between finger, toe and tongue movement in man based on 40 Hz EEG. Electroencephalogr. Clin. Neurophysiol. 90, Ribary, U., loannides, A.A., Singh, K.D. et al., Magnetic field tomography of coherent thalamocortical 40-Hz oscillations in humans. Proc. Natl. Acad. Sci. USA 88, Sannita, W.G., Lopez, L., Piras, C., Di Bon, G., Scalp-recorded oscillatory potentials evoked by transient patternreversal visual stimulation in man. Electroencephalogr. Clin. Neurophysiol. 96, Sem-Jacobsen, C.W., Petersen, M.C., Dodge, H.W., Lazarte, J.A., Holman, C.B., Electroencephalographic rhythms from the depths of the parietal, occipital, and temporal lobes in man. Electroencephalogr. Clin. Neurophysiol. 8, Sheer, D.E., Sensory and cognitive 40-Hz event-related potentials: behavioral correlates, brain function, and clinical application. In: Basar, E., Bullock, T.H. Ž Eds.., Brain Dynamics, 2. Springer-Verlag, Berlin, Heidelberg, pp Singer, W., Gray, C.M., Visual feature integration and the temporal correlation hypothesis. Annu. Rev. Neurosci. 18, Sinkkonen, J., Tiitinen, H., Naatanen, R., Gabor filters: an informative way for analysing event-related brain activity. J. Neurosci. Meth. 56, Tallon, C., Bertrand, O., Bouchet, P., Pernier, J., Gamma-range activity evoked by coherent visual stimuli in humans. Eur. J. Neurosci. 7, Tallon-Baudry, C., Bertrand, O., Oscillatory gamma activity in humans and its role in object representation. Trends Cogni. Sci. 3, Tallon-Baudry, C., Bertrand, O., Delpuech, C., Pernier, J., Stimulus specificity of phase-locked and non-phaselocked 40 Hz visual responses in human. J. Neurosci. 16, Tallon-Baudry, C., Bertrand, O., Delpuech, C., Pernier, J., Oscillatory gamma band Ž Hz. activity induced by a visual search task in humans. J. Neurosci. 17, Tallon-Baudry, C., Bertrand, O., Peronnet, F., Pernier, J., Induced gamma band activity during the delay of a visual short-term memory task in humans. J. Neurosci. 18, Tallon-Baudry, C., Kreiter, A., Bertrand, O., Sustained and transient oscillatory responses in the gamma and beta bands in a visual short-term memory task in humans. Vis. Neurosci. 16,

13 O. Bertrand, C. Tallon-Baudry International Journal of Psychophysiology Tiitinen, H., Sinkkonen, J., May, P., Naatanen, R., The auditory transient 40 Hz response is insensitive to changes in stimulus features. Neuroreport 6, Tiitinen, H., Sinkkonen, J., Reinikainen, K., Alho, K., Lavikainen, J., Naatanen, R., Selective attention enhances the auditory 40-Hz transient response in humans. Nature 364, von der Malsburg, C., Schneider, W., A neural cocktailparty processor. Biol. Cybern. 54, von Stein, A., Sarnthein, J., Different frequencies for different scales of cortical integration. Int. J. Psychophysiol. 38,

Induced -Band Activity during the Delay of a Visual Short-Term Memory Task in Humans

Induced -Band Activity during the Delay of a Visual Short-Term Memory Task in Humans The Journal of Neuroscience, June 1, 1998, 18(11):4244 4254 Induced -Band Activity during the Delay of a Visual Short-Term Memory Task in Humans Catherine Tallon-Baudry, Olivier Bertrand, Franck Peronnet,

More information

Oscillatory gamma activity in humans and its role in object representation

Oscillatory gamma activity in humans and its role in object representation Murray and Bussey Functions of perirhinal cortex Opinion Processes (in press) 37 Burwell, R.D. et al. (1996) Some observations on the perirhinal and parahippocampal cortices in the rat, monkey, and human

More information

Brain wave synchronization and entrainment to periodic acoustic stimuli

Brain wave synchronization and entrainment to periodic acoustic stimuli Neuroscience Letters 424 (2007) 55 60 Brain wave synchronization and entrainment to periodic acoustic stimuli Udo Will, Eric Berg School of Music, Cognitive Ethnomusicology, Ohio State University, 110

More information

Beyond Blind Averaging: Analyzing Event-Related Brain Dynamics. Scott Makeig. sccn.ucsd.edu

Beyond Blind Averaging: Analyzing Event-Related Brain Dynamics. Scott Makeig. sccn.ucsd.edu Beyond Blind Averaging: Analyzing Event-Related Brain Dynamics Scott Makeig Institute for Neural Computation University of California San Diego La Jolla CA sccn.ucsd.edu Talk given at the EEG/MEG course

More information

Suppression of EEG Gamma Activity May Cause the Attentional Blink

Suppression of EEG Gamma Activity May Cause the Attentional Blink Consciousness and Cognition 11, 114 122 (2002) doi:10.1006/ccog.2001.0536, available online at http://www.idealibrary.com on Suppression of EEG Gamma Activity May Cause the Attentional Blink Jürgen Fell,

More information

TEMPORAL CHARACTERISTICS OF THE MEMORY CODE

TEMPORAL CHARACTERISTICS OF THE MEMORY CODE TEMPORAL CHARACTERISTICS OF THE MEMORY CODE Irina V. Maltseva 1, Yuri Masloboev 2 Institute of Psychology, Russian Academy of Sciences Moscow, Russia 1 Moscow Institute of Electronic Engineering Moscow,

More information

Synchronous cortical gamma-band activity in task-relevant cognition

Synchronous cortical gamma-band activity in task-relevant cognition COMPUTATIONAL NEUROSCIENCE Synchronous cortical gamma-band activity in task-relevant cognition Albert R. Haig, 1,2,CA Evian Gordon, 1,2 James J. Wright, 3 Russell A. Meares 4 and Homayoun Bahramali 1,2

More information

REHEARSAL PROCESSES IN WORKING MEMORY AND SYNCHRONIZATION OF BRAIN AREAS

REHEARSAL PROCESSES IN WORKING MEMORY AND SYNCHRONIZATION OF BRAIN AREAS REHEARSAL PROCESSES IN WORKING MEMORY AND SYNCHRONIZATION OF BRAIN AREAS Franziska Kopp* #, Erich Schröger* and Sigrid Lipka # *University of Leipzig, Institute of General Psychology # University of Leipzig,

More information

Entrainment of neuronal oscillations as a mechanism of attentional selection: intracranial human recordings

Entrainment of neuronal oscillations as a mechanism of attentional selection: intracranial human recordings Entrainment of neuronal oscillations as a mechanism of attentional selection: intracranial human recordings J. Besle, P. Lakatos, C.A. Schevon, R.R. Goodman, G.M. McKhann, A. Mehta, R.G. Emerson, C.E.

More information

Spectral Analysis of EEG Patterns in Normal Adults

Spectral Analysis of EEG Patterns in Normal Adults Spectral Analysis of EEG Patterns in Normal Adults Kyoung Gyu Choi, M.D., Ph.D. Department of Neurology, Ewha Medical Research Center, Ewha Womans University Medical College, Background: Recently, the

More information

Auditory Evoked Gamma Band Potential in Normal Subjects

Auditory Evoked Gamma Band Potential in Normal Subjects J Am Acad Audiol 8 : 44-52 (1997) Auditory Evoked Gamma Band Potential in Normal Subjects Gary P Jacobson* Matthew B. Fitzgerald* Abstract The gamma band response (GBR) is a predominantly exogenous, sinusoidal

More information

Seizure onset can be difficult to asses in scalp EEG. However, some tools can be used to increase the seizure onset activity over the EEG background:

Seizure onset can be difficult to asses in scalp EEG. However, some tools can be used to increase the seizure onset activity over the EEG background: This presentation was given during the Dianalund Summer School on EEG and Epilepsy, July 24, 2012. The main purpose of this introductory talk is to show the possibilities of improved seizure onset analysis

More information

What do you notice? Woodman, Atten. Percept. Psychophys., 2010

What do you notice? Woodman, Atten. Percept. Psychophys., 2010 What do you notice? Woodman, Atten. Percept. Psychophys., 2010 You are trying to determine if a small amplitude signal is a consistent marker of a neural process. How might you design an experiment to

More information

Oscillations: From Neuron to MEG

Oscillations: From Neuron to MEG Oscillations: From Neuron to MEG Educational Symposium, MEG UK 2014, Nottingham, Jan 8th 2014 Krish Singh CUBRIC, School of Psychology Cardiff University What are we trying to achieve? Bridge the gap from

More information

Gamma and beta neural activity evoked during a sensory gating paradigm: Effects of auditory, somatosensory and cross-modal stimulation

Gamma and beta neural activity evoked during a sensory gating paradigm: Effects of auditory, somatosensory and cross-modal stimulation Clinical Neurophysiology 7 (26) 2549 2563 www.elsevier.com/locate/clinph Gamma and beta neural activity evoked during a sensory gating paradigm: Effects of auditory, somatosensory and cross-modal stimulation

More information

EEG Analysis on Brain.fm (Focus)

EEG Analysis on Brain.fm (Focus) EEG Analysis on Brain.fm (Focus) Introduction 17 subjects were tested to measure effects of a Brain.fm focus session on cognition. With 4 additional subjects, we recorded EEG data during baseline and while

More information

Auditory Event-Related Dynamics of the EEG Spectrum and Effects of Exposure to Tones

Auditory Event-Related Dynamics of the EEG Spectrum and Effects of Exposure to Tones Electroencephalography and Clinical Neurophysiology 86:283-293, 1993 Auditory Event-Related Dynamics of the EEG Spectrum and Effects of Exposure to Tones Email: : smakeig@ucsd.edu Scott Makeig Download

More information

The Integration of Features in Visual Awareness : The Binding Problem. By Andrew Laguna, S.J.

The Integration of Features in Visual Awareness : The Binding Problem. By Andrew Laguna, S.J. The Integration of Features in Visual Awareness : The Binding Problem By Andrew Laguna, S.J. Outline I. Introduction II. The Visual System III. What is the Binding Problem? IV. Possible Theoretical Solutions

More information

Event-related brain activity associated with auditory pattern processing

Event-related brain activity associated with auditory pattern processing Cognitive Neuroscience 0 0 0 0 0 p Website publication November NeuroReport, () ONE of the basic properties of the auditory system is the ability to analyse complex temporal patterns. Here, we investigated

More information

The Sonification of Human EEG and other Biomedical Data. Part 3

The Sonification of Human EEG and other Biomedical Data. Part 3 The Sonification of Human EEG and other Biomedical Data Part 3 The Human EEG A data source for the sonification of cerebral dynamics The Human EEG - Outline Electric brain signals Continuous recording

More information

Normal EEG of wakeful resting adults of years of age. Alpha rhythm. Alpha rhythm. Alpha rhythm. Normal EEG of the wakeful adult at rest

Normal EEG of wakeful resting adults of years of age. Alpha rhythm. Alpha rhythm. Alpha rhythm. Normal EEG of the wakeful adult at rest Normal EEG of wakeful resting adults of 20-60 years of age Suthida Yenjun, M.D. Normal EEG of the wakeful adult at rest Alpha rhythm Beta rhythm Mu rhythm Vertex sharp transients Intermittent posterior

More information

Computational Explorations in Cognitive Neuroscience Chapter 7: Large-Scale Brain Area Functional Organization

Computational Explorations in Cognitive Neuroscience Chapter 7: Large-Scale Brain Area Functional Organization Computational Explorations in Cognitive Neuroscience Chapter 7: Large-Scale Brain Area Functional Organization 1 7.1 Overview This chapter aims to provide a framework for modeling cognitive phenomena based

More information

Effects of Light Stimulus Frequency on Phase Characteristics of Brain Waves

Effects of Light Stimulus Frequency on Phase Characteristics of Brain Waves SICE Annual Conference 27 Sept. 17-2, 27, Kagawa University, Japan Effects of Light Stimulus Frequency on Phase Characteristics of Brain Waves Seiji Nishifuji 1, Kentaro Fujisaki 1 and Shogo Tanaka 1 1

More information

Sensory gating of auditory evoked and induced gamma band activity in intracranial recordings

Sensory gating of auditory evoked and induced gamma band activity in intracranial recordings www.elsevier.com/locate/ynimg NeuroImage 32 (2006) 790 798 Sensory gating of auditory evoked and induced gamma band activity in intracranial recordings P. Trautner, a, * T. Rosburg, a T. Dietl, a J. Fell,

More information

Event-Related fmri and the Hemodynamic Response

Event-Related fmri and the Hemodynamic Response Human Brain Mapping 6:373 377(1998) Event-Related fmri and the Hemodynamic Response Randy L. Buckner 1,2,3 * 1 Departments of Psychology, Anatomy and Neurobiology, and Radiology, Washington University,

More information

Cognitive Neuroscience Section 4

Cognitive Neuroscience Section 4 Perceptual categorization Cognitive Neuroscience Section 4 Perception, attention, and memory are all interrelated. From the perspective of memory, perception is seen as memory updating by new sensory experience.

More information

Visually induced gamma-band responses in human electroencephalographic activity- a link to animal studies

Visually induced gamma-band responses in human electroencephalographic activity- a link to animal studies Matthias M Miiller 9 Jorge Bosch. Thomas Elbert Andreas Kreiter 9 Mitchel Valdes Sosa Pedro Valdes Sosa- Brigitte Rockstroh Visually induced gamma-band responses in human electroencephalographic activity-

More information

Neuroscience of Consciousness I

Neuroscience of Consciousness I 1 C83MAB: Mind and Brain Neuroscience of Consciousness I Tobias Bast, School of Psychology, University of Nottingham 2 What is consciousness? 3 Consciousness State of consciousness - Being awake/alert/attentive/responsive

More information

From Single-trial EEG to Brain Area Dynamics

From Single-trial EEG to Brain Area Dynamics From Single-trial EEG to Brain Area Dynamics a Delorme A., a Makeig, S., b Fabre-Thorpe, M., a Sejnowski, T. a The Salk Institute for Biological Studies, 10010 N. Torey Pines Road, La Jolla, CA92109, USA

More information

The EEG Analysis of Auditory Emotional Stimuli Perception in TBI Patients with Different SCG Score

The EEG Analysis of Auditory Emotional Stimuli Perception in TBI Patients with Different SCG Score Open Journal of Modern Neurosurgery, 2014, 4, 81-96 Published Online April 2014 in SciRes. http://www.scirp.org/journal/ojmn http://dx.doi.org/10.4236/ojmn.2014.42017 The EEG Analysis of Auditory Emotional

More information

EEG-Rhythm Dynamics during a 2-back Working Memory Task and Performance

EEG-Rhythm Dynamics during a 2-back Working Memory Task and Performance EEG-Rhythm Dynamics during a 2-back Working Memory Task and Performance Tsvetomira Tsoneva, Davide Baldo, Victor Lema and Gary Garcia-Molina Abstract Working memory is an essential component of human cognition

More information

EEG changes accompanying learned regulation of 12-Hz EEG activity

EEG changes accompanying learned regulation of 12-Hz EEG activity TNSRE-2002-BCI015 1 EEG changes accompanying learned regulation of 12-Hz EEG activity Arnaud Delorme and Scott Makeig Abstract We analyzed 15 sessions of 64-channel EEG data recorded from a highly trained

More information

Binding Symbols and Sounds: Evidence from Event-Related Oscillatory Gamma- Band Activity

Binding Symbols and Sounds: Evidence from Event-Related Oscillatory Gamma- Band Activity Cerebral Cortex November 2007;17:2696--2702 doi:10.1093/cercor/bhl178 Advance Access publication January 31, 2007 Binding Symbols and Sounds: Evidence from Event-Related Oscillatory Gamma- Band Activity

More information

ELECTROPHYSIOLOGY OF UNIMODAL AND AUDIOVISUAL SPEECH PERCEPTION

ELECTROPHYSIOLOGY OF UNIMODAL AND AUDIOVISUAL SPEECH PERCEPTION AVSP 2 International Conference on Auditory-Visual Speech Processing ELECTROPHYSIOLOGY OF UNIMODAL AND AUDIOVISUAL SPEECH PERCEPTION Lynne E. Bernstein, Curtis W. Ponton 2, Edward T. Auer, Jr. House Ear

More information

Neural Correlates of Human Cognitive Function:

Neural Correlates of Human Cognitive Function: Neural Correlates of Human Cognitive Function: A Comparison of Electrophysiological and Other Neuroimaging Approaches Leun J. Otten Institute of Cognitive Neuroscience & Department of Psychology University

More information

Rhythm and Rate: Perception and Physiology HST November Jennifer Melcher

Rhythm and Rate: Perception and Physiology HST November Jennifer Melcher Rhythm and Rate: Perception and Physiology HST 722 - November 27 Jennifer Melcher Forward suppression of unit activity in auditory cortex Brosch and Schreiner (1997) J Neurophysiol 77: 923-943. Forward

More information

Neural correlates of short-term perceptual learning in orientation discrimination indexed by event-related potentials

Neural correlates of short-term perceptual learning in orientation discrimination indexed by event-related potentials Chinese Science Bulletin 2007 Science in China Press Springer-Verlag Neural correlates of short-term perceptual learning in orientation discrimination indexed by event-related potentials SONG Yan 1, PENG

More information

Human large-scale oscillatory brain activity during an operant shaping procedure

Human large-scale oscillatory brain activity during an operant shaping procedure Cognitive Brain Research 12 (2001) 397 407 Research report Human large-scale oscillatory brain activity during an operant shaping procedure * Thomas Elbert a, b b a Andreas Keil, Matthias M. Muller, Thomas

More information

Human gamma-frequency oscillations associated with attention and memory

Human gamma-frequency oscillations associated with attention and memory Review TRENDS in Neurosciences Vol.30 No.7 INMED/TINS special issue Human gamma-frequency oscillations associated with attention and memory Ole Jensen 1*, Jochen Kaiser 2* and Jean-Philippe Lachaux 3*

More information

From single-trial EEG to brain area dynamics

From single-trial EEG to brain area dynamics Neurocomputing 44 46 (2002) 1057 1064 www.elsevier.com/locate/neucom From single-trial EEG to brain area dynamics A. Delorme a;, S. Makeig a, M. Fabre-Thorpe b, T. Sejnowski a a The Salk Institute for

More information

Processing of affective pictures modulates right-hemispheric gamma band EEG activity

Processing of affective pictures modulates right-hemispheric gamma band EEG activity Clinical Neurophysiology 110 (1999) 1913±1920 www.elsevier.com/locate/clinph Processing of affective pictures modulates right-hemispheric gamma band EEG activity Matthias M. MuÈller*, Andreas Keil, Thomas

More information

Structure and Function of the Auditory and Vestibular Systems (Fall 2014) Auditory Cortex (3) Prof. Xiaoqin Wang

Structure and Function of the Auditory and Vestibular Systems (Fall 2014) Auditory Cortex (3) Prof. Xiaoqin Wang 580.626 Structure and Function of the Auditory and Vestibular Systems (Fall 2014) Auditory Cortex (3) Prof. Xiaoqin Wang Laboratory of Auditory Neurophysiology Department of Biomedical Engineering Johns

More information

NeuroReport 2013, 24: a Section on Child and Family Research, Eunice Kennedy Shriver National

NeuroReport 2013, 24: a Section on Child and Family Research, Eunice Kennedy Shriver National Cognitive neuroscience and neuropsychology 359 Brain dynamics in young infants recognition of faces: EEG oscillatory activity in response to mother and stranger Clay Mash a, Marc H. Bornstein a and Martha

More information

Description of the Spectro-temporal unfolding of temporal orienting of attention.

Description of the Spectro-temporal unfolding of temporal orienting of attention. Description of the Spectro-temporal unfolding of temporal orienting of attention. All behaviors unfold over time; therefore, our ability to perceive and adapt our behavior according to the temporal constraints

More information

A mechanism for cognitive dynamics: neuronal communication through neuronal

A mechanism for cognitive dynamics: neuronal communication through neuronal Published in final edited form as: Trends in Cognitive Science 9(10), 474-480. doi: 10.1016/j.tics.2005.08.011 A mechanism for cognitive dynamics: neuronal communication through neuronal coherence Pascal

More information

Effects of task difficulty on evoked gamma activity and ERPs in a visual discrimination task

Effects of task difficulty on evoked gamma activity and ERPs in a visual discrimination task Clinical Neurophysiology 113 (2002) 1742 1753 www.elsevier.com/locate/clinph Effects of task difficulty on evoked gamma activity and ERPs in a visual discrimination task Daniel Senkowski, Christoph S.

More information

Self-Organization and Segmentation with Laterally Connected Spiking Neurons

Self-Organization and Segmentation with Laterally Connected Spiking Neurons Self-Organization and Segmentation with Laterally Connected Spiking Neurons Yoonsuck Choe Department of Computer Sciences The University of Texas at Austin Austin, TX 78712 USA Risto Miikkulainen Department

More information

Neuro Q no.2 = Neuro Quotient

Neuro Q no.2 = Neuro Quotient TRANSDISCIPLINARY RESEARCH SEMINAR CLINICAL SCIENCE RESEARCH PLATFORM 27 July 2010 School of Medical Sciences USM Health Campus Neuro Q no.2 = Neuro Quotient Dr.Muzaimi Mustapha Department of Neurosciences

More information

Modifying the Classic Peak Picking Technique Using a Fuzzy Multi Agent to Have an Accurate P300-based BCI

Modifying the Classic Peak Picking Technique Using a Fuzzy Multi Agent to Have an Accurate P300-based BCI Modifying the Classic Peak Picking Technique Using a Fuzzy Multi Agent to Have an Accurate P3-based BCI Gholamreza Salimi Khorshidi School of cognitive sciences, Institute for studies in theoretical physics

More information

Event-related fields (ERFs) measured by using magnetoencephalography

Event-related fields (ERFs) measured by using magnetoencephalography Posterior activity is not phase-reset by visual stimuli Ali Mazaheri and Ole Jensen* F. C. Donders Centre for Cognitive Neuroimaging, P.O. Box 9101, NL-6500 HB Nijmegen, The Netherlands Edited by Nancy

More information

Reading Neuronal Synchrony with Depressing Synapses

Reading Neuronal Synchrony with Depressing Synapses NOTE Communicated by Laurence Abbott Reading Neuronal Synchrony with Depressing Synapses W. Senn Department of Neurobiology, Hebrew University, Jerusalem 4, Israel, Department of Physiology, University

More information

Title change detection system in the visu

Title change detection system in the visu Title Attention switching function of mem change detection system in the visu Author(s) Kimura, Motohiro; Katayama, Jun'ich Citation International Journal of Psychophys Issue Date 2008-02 DOI Doc URLhttp://hdl.handle.net/2115/33891

More information

Final Summary Project Title: Cognitive Workload During Prosthetic Use: A quantitative EEG outcome measure

Final Summary Project Title: Cognitive Workload During Prosthetic Use: A quantitative EEG outcome measure American Orthotic and Prosthetic Association (AOPA) Center for Orthotics and Prosthetics Leraning and Outcomes/Evidence-Based Practice (COPL) Final Summary 2-28-14 Project Title: Cognitive Workload During

More information

Activation of brain mechanisms of attention switching as a function of auditory frequency change

Activation of brain mechanisms of attention switching as a function of auditory frequency change COGNITIVE NEUROSCIENCE Activation of brain mechanisms of attention switching as a function of auditory frequency change Elena Yago, MarõÂa Jose Corral and Carles Escera CA Neurodynamics Laboratory, Department

More information

Consciousness and Cognition

Consciousness and Cognition Consciousness and Cognition xxx (2008) xxx xxx Contents lists available at ScienceDirect Consciousness and Cognition journal homepage: www. elsevier. com/ locate/ concog Electrophysiological correlates

More information

Visual Context Dan O Shea Prof. Fei Fei Li, COS 598B

Visual Context Dan O Shea Prof. Fei Fei Li, COS 598B Visual Context Dan O Shea Prof. Fei Fei Li, COS 598B Cortical Analysis of Visual Context Moshe Bar, Elissa Aminoff. 2003. Neuron, Volume 38, Issue 2, Pages 347 358. Visual objects in context Moshe Bar.

More information

Synchronization between prefrontal and posterior association cortex during human working memory

Synchronization between prefrontal and posterior association cortex during human working memory Proc. Natl. Acad. Sci. USA Vol. 95, pp. 7092 7096, June 998 Neurobiology Synchronization between prefrontal and posterior association cortex during human working memory J. SARNTHEIN*, H. PETSCHE, P.RAPPELSBERGER,

More information

USING AUDITORY SALIENCY TO UNDERSTAND COMPLEX AUDITORY SCENES

USING AUDITORY SALIENCY TO UNDERSTAND COMPLEX AUDITORY SCENES USING AUDITORY SALIENCY TO UNDERSTAND COMPLEX AUDITORY SCENES Varinthira Duangudom and David V Anderson School of Electrical and Computer Engineering, Georgia Institute of Technology Atlanta, GA 30332

More information

Event-Related Potentials Recorded during Human-Computer Interaction

Event-Related Potentials Recorded during Human-Computer Interaction Proceedings of the First International Conference on Complex Medical Engineering (CME2005) May 15-18, 2005, Takamatsu, Japan (Organized Session No. 20). Paper No. 150, pp. 715-719. Event-Related Potentials

More information

Title of Thesis. Study on Audiovisual Integration in Young and Elderly Adults by Event-Related Potential

Title of Thesis. Study on Audiovisual Integration in Young and Elderly Adults by Event-Related Potential Title of Thesis Study on Audiovisual Integration in Young and Elderly Adults by Event-Related Potential 2014 September Yang Weiping The Graduate School of Natural Science and Technology (Doctor s Course)

More information

Supplemental Material

Supplemental Material Supplemental Material Recording technique Multi-unit activity (MUA) was recorded from electrodes that were chronically implanted (Teflon-coated platinum-iridium wires) in the primary visual cortex representing

More information

EEG oscillations and wavelet analysis

EEG oscillations and wavelet analysis EEG oscillations and wavelet analysis 1 Christoph S. Herrmann 1,2, Maren Grigutsch 2 & Niko A. Busch 1,2 1 Otto-von-Guericke University, Dept. Biological Psychology, Magdeburg, Germany 2 Max-Planck-Institute

More information

Biomedical Research 2013; 24 (3): ISSN X

Biomedical Research 2013; 24 (3): ISSN X Biomedical Research 2013; 24 (3): 359-364 ISSN 0970-938X http://www.biomedres.info Investigating relative strengths and positions of electrical activity in the left and right hemispheres of the human brain

More information

AUDL GS08/GAV1 Signals, systems, acoustics and the ear. Pitch & Binaural listening

AUDL GS08/GAV1 Signals, systems, acoustics and the ear. Pitch & Binaural listening AUDL GS08/GAV1 Signals, systems, acoustics and the ear Pitch & Binaural listening Review 25 20 15 10 5 0-5 100 1000 10000 25 20 15 10 5 0-5 100 1000 10000 Part I: Auditory frequency selectivity Tuning

More information

The Central Nervous System

The Central Nervous System The Central Nervous System Cellular Basis. Neural Communication. Major Structures. Principles & Methods. Principles of Neural Organization Big Question #1: Representation. How is the external world coded

More information

The role of phase synchronization in memory processes

The role of phase synchronization in memory processes The role of phase synchronization in memory processes Juergen Fell and Nikolai Axmacher Abstract In recent years, studies ranging from single-unit recordings in animals to electroencephalography and magnetoencephalography

More information

CS/NEUR125 Brains, Minds, and Machines. Due: Friday, April 14

CS/NEUR125 Brains, Minds, and Machines. Due: Friday, April 14 CS/NEUR125 Brains, Minds, and Machines Assignment 5: Neural mechanisms of object-based attention Due: Friday, April 14 This Assignment is a guided reading of the 2014 paper, Neural Mechanisms of Object-Based

More information

AUTOCORRELATION AND CROSS-CORRELARION ANALYSES OF ALPHA WAVES IN RELATION TO SUBJECTIVE PREFERENCE OF A FLICKERING LIGHT

AUTOCORRELATION AND CROSS-CORRELARION ANALYSES OF ALPHA WAVES IN RELATION TO SUBJECTIVE PREFERENCE OF A FLICKERING LIGHT AUTOCORRELATION AND CROSS-CORRELARION ANALYSES OF ALPHA WAVES IN RELATION TO SUBJECTIVE PREFERENCE OF A FLICKERING LIGHT Y. Soeta, S. Uetani, and Y. Ando Graduate School of Science and Technology, Kobe

More information

Activation of the auditory pre-attentive change detection system by tone repetitions with fast stimulation rate

Activation of the auditory pre-attentive change detection system by tone repetitions with fast stimulation rate Cognitive Brain Research 10 (2001) 323 327 www.elsevier.com/ locate/ bres Short communication Activation of the auditory pre-attentive change detection system by tone repetitions with fast stimulation

More information

Temporal integration: intentional sound discrimination does not modulate stimulus-driven processes in auditory event synthesis

Temporal integration: intentional sound discrimination does not modulate stimulus-driven processes in auditory event synthesis Clinical Neurophysiology 113 (2002) 1909 1920 www.elsevier.com/locate/clinph Temporal integration: intentional sound discrimination does not modulate stimulus-driven processes in auditory event synthesis

More information

Readiness Potentials Related to Self-Initiated Movement and to Movement Preceded by Time Estimation: A Comparison

Readiness Potentials Related to Self-Initiated Movement and to Movement Preceded by Time Estimation: A Comparison Physiol. Res. 45:235-239, 1996 Readiness Potentials Related to Self-Initiated Movement and to Movement Preceded by Time Estimation: A Comparison M. KUKLETA, P. BUSER1,1. REKTOR, M. LAMARCHE1 M edical Faculty,

More information

EEG reveals divergent paths for speech envelopes during selective attention

EEG reveals divergent paths for speech envelopes during selective attention EEG reveals divergent paths for speech envelopes during selective attention Cort Horton a, Michael D Zmura a, and Ramesh Srinivasan a,b a Dept. of Cognitive Sciences, University of California, Irvine,

More information

WAVELET ENERGY DISTRIBUTIONS OF P300 EVENT-RELATED POTENTIALS FOR WORKING MEMORY PERFORMANCE IN CHILDREN

WAVELET ENERGY DISTRIBUTIONS OF P300 EVENT-RELATED POTENTIALS FOR WORKING MEMORY PERFORMANCE IN CHILDREN WAVELET ENERGY DISTRIBUTIONS OF P300 EVENT-RELATED POTENTIALS FOR WORKING MEMORY PERFORMANCE IN CHILDREN Siti Zubaidah Mohd Tumari and Rubita Sudirman Department of Electronic and Computer Engineering,

More information

The Journal of Neuroscience For Peer Review Only

The Journal of Neuroscience For Peer Review Only Page 1 of 31 Section: Behavioral System Cognitive Senior Editor: John Maunsell Number of figures and tables: 3 Figures and 4 Supplementary items Number of pages: 25 Title: Different Effects of Voluntary

More information

Human face preference in Gamma-Frequency EEG activity

Human face preference in Gamma-Frequency EEG activity Human face preference in Gamma-Frequency EEG activity Elana Zion-Golumbic 1, Tal Golan 2, David Anaki 2 and Shlomo Bentin 2,3 1 Department of Cognitive Sciences, 2 Department of Psychology 3 Center for

More information

Mental representation of number in different numerical forms

Mental representation of number in different numerical forms Submitted to Current Biology Mental representation of number in different numerical forms Anna Plodowski, Rachel Swainson, Georgina M. Jackson, Chris Rorden and Stephen R. Jackson School of Psychology

More information

Sleep stages. Awake Stage 1 Stage 2 Stage 3 Stage 4 Rapid eye movement sleep (REM) Slow wave sleep (NREM)

Sleep stages. Awake Stage 1 Stage 2 Stage 3 Stage 4 Rapid eye movement sleep (REM) Slow wave sleep (NREM) Sleep stages Awake Stage 1 Stage 2 Stage 3 Stage 4 Rapid eye movement sleep (REM) Slow wave sleep (NREM) EEG waves EEG Electrode Placement Classifying EEG brain waves Frequency: the number of oscillations/waves

More information

Spectro-temporal response fields in the inferior colliculus of awake monkey

Spectro-temporal response fields in the inferior colliculus of awake monkey 3.6.QH Spectro-temporal response fields in the inferior colliculus of awake monkey Versnel, Huib; Zwiers, Marcel; Van Opstal, John Department of Biophysics University of Nijmegen Geert Grooteplein 655

More information

An Overview of BMIs. Luca Rossini. Workshop on Brain Machine Interfaces for Space Applications

An Overview of BMIs. Luca Rossini. Workshop on Brain Machine Interfaces for Space Applications An Overview of BMIs Luca Rossini Workshop on Brain Machine Interfaces for Space Applications European Space Research and Technology Centre, European Space Agency Noordvijk, 30 th November 2009 Definition

More information

STRUCTURAL ORGANIZATION OF THE NERVOUS SYSTEM

STRUCTURAL ORGANIZATION OF THE NERVOUS SYSTEM STRUCTURAL ORGANIZATION OF THE NERVOUS SYSTEM STRUCTURAL ORGANIZATION OF THE BRAIN The central nervous system (CNS), consisting of the brain and spinal cord, receives input from sensory neurons and directs

More information

states of brain activity sleep, brain waves DR. S. GOLABI PH.D. IN MEDICAL PHYSIOLOGY

states of brain activity sleep, brain waves DR. S. GOLABI PH.D. IN MEDICAL PHYSIOLOGY states of brain activity sleep, brain waves DR. S. GOLABI PH.D. IN MEDICAL PHYSIOLOGY introduction all of us are aware of the many different states of brain activity, including sleep, wakefulness, extreme

More information

Toward the neural causes of human visual perception and behavior

Toward the neural causes of human visual perception and behavior Toward the neural causes of human visual perception and behavior Kaoru Amano Center for Information and Neural Networks (CiNet) National Institute of Information and Communications Technology (NICT) Graduate

More information

Comment by Delgutte and Anna. A. Dreyer (Eaton-Peabody Laboratory, Massachusetts Eye and Ear Infirmary, Boston, MA)

Comment by Delgutte and Anna. A. Dreyer (Eaton-Peabody Laboratory, Massachusetts Eye and Ear Infirmary, Boston, MA) Comments Comment by Delgutte and Anna. A. Dreyer (Eaton-Peabody Laboratory, Massachusetts Eye and Ear Infirmary, Boston, MA) Is phase locking to transposed stimuli as good as phase locking to low-frequency

More information

Interference in dichotic listening: the effect of contralateral noise on oscillatory brain networks

Interference in dichotic listening: the effect of contralateral noise on oscillatory brain networks European Journal of Neuroscience European Journal of Neuroscience, Vol. 35, pp. 6 8, doi:./j.46-9568..7935.x NEUROSYSTEMS Interference in dichotic listening: the effect of contralateral noise on oscillatory

More information

Introduction to EEG del Campo. Introduction to EEG. J.C. Martin del Campo, MD, FRCP University Health Network Toronto, Canada

Introduction to EEG del Campo. Introduction to EEG. J.C. Martin del Campo, MD, FRCP University Health Network Toronto, Canada Introduction to EEG J.C. Martin, MD, FRCP University Health Network Toronto, Canada What is EEG? A graphic representation of the difference in voltage between two different cerebral locations plotted over

More information

An Analysis of Improving Memory Performance Based on EEG Alpha and Theta Oscillations

An Analysis of Improving Memory Performance Based on EEG Alpha and Theta Oscillations Vol. 2, No. 1 108 An Analysis of Improving Memory Performance Based on EEG Alpha and Theta Oscillations Tianbao Zhuang & Hong Zhao Graduate School of Innovative Life Science University of Toyama Toyama,

More information

SLEEP STAGING AND AROUSAL. Dr. Tripat Deep Singh (MBBS, MD, RPSGT, RST) International Sleep Specialist (World Sleep Federation program)

SLEEP STAGING AND AROUSAL. Dr. Tripat Deep Singh (MBBS, MD, RPSGT, RST) International Sleep Specialist (World Sleep Federation program) SLEEP STAGING AND AROUSAL Dr. Tripat Deep Singh (MBBS, MD, RPSGT, RST) International Sleep Specialist (World Sleep Federation program) Scoring of Sleep Stages in Adults A. Stages of Sleep Stage W Stage

More information

Outline of Talk. Introduction to EEG and Event Related Potentials. Key points. My path to EEG

Outline of Talk. Introduction to EEG and Event Related Potentials. Key points. My path to EEG Outline of Talk Introduction to EEG and Event Related Potentials Shafali Spurling Jeste Assistant Professor in Psychiatry and Neurology UCLA Center for Autism Research and Treatment Basic definitions and

More information

How do individuals with congenital blindness form a conscious representation of a world they have never seen? brain. deprived of sight?

How do individuals with congenital blindness form a conscious representation of a world they have never seen? brain. deprived of sight? How do individuals with congenital blindness form a conscious representation of a world they have never seen? What happens to visual-devoted brain structure in individuals who are born deprived of sight?

More information

Competing Streams at the Cocktail Party

Competing Streams at the Cocktail Party Competing Streams at the Cocktail Party A Neural and Behavioral Study of Auditory Attention Jonathan Z. Simon Neuroscience and Cognitive Sciences / Biology / Electrical & Computer Engineering University

More information

MEG Coherence Imaging of Low frequencies: Applications for Stroke and Migraine & DC shifts in spreading cortical depression. Susan M.

MEG Coherence Imaging of Low frequencies: Applications for Stroke and Migraine & DC shifts in spreading cortical depression. Susan M. MEG Coherence Imaging of Low frequencies: Applications for Stroke and Migraine & DC shifts in spreading cortical depression Susan M. Bowyer PhD John Moran PhD, Karen M Mason R.EEG/MEG T, Brien J Smith

More information

Perceptual and cognitive task difficulty has differential effects on auditory distraction

Perceptual and cognitive task difficulty has differential effects on auditory distraction available at www.sciencedirect.com www.elsevier.com/locate/brainres Research Report Perceptual and cognitive task difficulty has differential effects on auditory distraction Alexandra Muller-Gass, Erich

More information

Transcranial direct current stimulation modulates shifts in global/local attention

Transcranial direct current stimulation modulates shifts in global/local attention University of New Mexico UNM Digital Repository Psychology ETDs Electronic Theses and Dissertations 2-9-2010 Transcranial direct current stimulation modulates shifts in global/local attention David B.

More information

Processing Interaural Cues in Sound Segregation by Young and Middle-Aged Brains DOI: /jaaa

Processing Interaural Cues in Sound Segregation by Young and Middle-Aged Brains DOI: /jaaa J Am Acad Audiol 20:453 458 (2009) Processing Interaural Cues in Sound Segregation by Young and Middle-Aged Brains DOI: 10.3766/jaaa.20.7.6 Ilse J.A. Wambacq * Janet Koehnke * Joan Besing * Laurie L. Romei

More information

ABSTRACT. Analysis of Gamma-Band Auditory Responses in Schizophrenia

ABSTRACT. Analysis of Gamma-Band Auditory Responses in Schizophrenia ABSTRACT Title of Document: Analysis of Gamma-Band Auditory Responses in Schizophrenia Benjamin Walsh, Master of Science, 2015 Directed By: Professor Jonathan Simon, Department of Electrical and Computer

More information

Increased Synchronization of Neuromagnetic Responses during Conscious Perception

Increased Synchronization of Neuromagnetic Responses during Conscious Perception The Journal of Neuroscience, July 1, 1999, 19(13):5435 5448 Increased Synchronization of Neuromagnetic Responses during Conscious Perception Ramesh Srinivasan, D. Patrick Russell, Gerald M. Edelman, and

More information

DATA MANAGEMENT & TYPES OF ANALYSES OFTEN USED. Dennis L. Molfese University of Nebraska - Lincoln

DATA MANAGEMENT & TYPES OF ANALYSES OFTEN USED. Dennis L. Molfese University of Nebraska - Lincoln DATA MANAGEMENT & TYPES OF ANALYSES OFTEN USED Dennis L. Molfese University of Nebraska - Lincoln 1 DATA MANAGEMENT Backups Storage Identification Analyses 2 Data Analysis Pre-processing Statistical Analysis

More information

Matrix Energetics Research Brainwaves and Heart waves Research on Matrix Energetics in Action

Matrix Energetics Research Brainwaves and Heart waves Research on Matrix Energetics in Action Matrix Energetics Research Brainwaves and Heart waves Research on Matrix Energetics in Action QEEG (quantitative electroencephalography) and HRV (heart rate variability analysis) tests revealed Dr. Richard

More information

Synchrony and the attentional state

Synchrony and the attentional state Synchrony and the attentional state Ernst Niebur, Dept. of Neuroscience & Krieger Mind/Brain Institute Johns Hopkins University niebur@jhu.edu Collaborators Arup Roy monkey monkey Peter monkey Steven monkey

More information

Physiology Unit 2 CONSCIOUSNESS, THE BRAIN AND BEHAVIOR

Physiology Unit 2 CONSCIOUSNESS, THE BRAIN AND BEHAVIOR Physiology Unit 2 CONSCIOUSNESS, THE BRAIN AND BEHAVIOR In Physiology Today What the Brain Does The nervous system determines states of consciousness and produces complex behaviors Any given neuron may

More information