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Quantitative analysis of EEG signals: Time-frequency methods and ...

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4.4.3 Discussion<br />

The high time-<strong>frequency</strong> resolution achieved with Wavelet Packets allowed a very detailed<br />

study <strong>of</strong> the time evolution <strong>of</strong> the <strong>frequency</strong> peaks during the seizure. In fact, it<br />

was possible to establish that the high amplitude peaks <strong>of</strong> about 3 ; 4Hz,characteristic<br />

<strong>of</strong> the clonic activity, were generated in higher frequencies. This result is in agreement<br />

with the dynamic described with the Gabor Transform. In this case, with the RIR (see<br />

sec. x3.4) I showed how during the seizure the relevant brain activity was dominated by<br />

alpha <strong>and</strong> theta b<strong>and</strong>s, until the ending <strong>of</strong> the seizure, when delta activity dominated<br />

again.<br />

Then, it is reasonable to conjecture that the violent clonic contractions characteristic<br />

<strong>of</strong> the clonic phase <strong>of</strong> the Gr<strong>and</strong> Mal seizures are the response to brain oscillations<br />

generated in higher frequencies, but owing to the fact that the muscles can not contract<br />

so fast, the muscle activity is limited to a tonic contraction until the oscillations become<br />

slower <strong>and</strong> the muscles are capable to oscillate in resonance with them.<br />

It is interesting to note that the <strong>frequency</strong> behavior described is in agreement with<br />

simulations <strong>of</strong> thalamic slices performed by Wang <strong>and</strong> coworkers (Wang et al., 1995<br />

Golomb et al., 1996), who observed a slowing from 10Hz to 4Hz in their simulations<br />

after the suppression <strong>of</strong> GABA A inhibitors. This result is also in agreement with in vitro<br />

experimental results <strong>of</strong> Bal et al. (1995a,b). These experiments suggest that it would<br />

be very interesting to investigate if the \slowing" <strong>of</strong> the frequencies observed during<br />

the seizures can be related with a variation in the concentration <strong>of</strong> neurotransmitters,<br />

especially <strong>of</strong> the GABA inhibitors, possible due to a neuronal fatigue provoked by the<br />

abnormal ring rate <strong>of</strong> the neurons during the seizure.<br />

4.5 Application to alpha responses <strong>of</strong> visual event-related potentials<br />

4.5.1 Introduction<br />

<strong>EEG</strong> alpha rhythms can be dened as oscillations between 8 <strong>and</strong> 13 Hz, with an amplitude<br />

usually below 50V <strong>and</strong> localized over posterior regions <strong>of</strong> the head. Alpha<br />

rhythms appear spontaneously during wakefulness, best seen with eyes closed, under<br />

relaxation <strong>and</strong> mental inactivity conditions (Niedermeyer, 1993a).<br />

Although alpha oscillations have been widely studied, their sources <strong>and</strong> functional<br />

correlates are still under discussion. Sources <strong>of</strong> alpha rhythms have been investigated<br />

leading to controversies whether they are thalamic, cortical or whether other structures<br />

are involved in their generation (Adrian, 1941 Andersen <strong>and</strong> Andersson, 1968 Lopes da<br />

50

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