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Biomedical subjects

Rafael Cabeza

Publications and source records attributed to Rafael Cabeza.

4 recordsLinked to original sources

Study of discriminant analysis applied to motor imagery bipolar data.

We present a study of linear, quadratic and regularized discriminant analysis (RDA) applied to motor imagery data of three subjects. The aim of the work was to find out which classifier can separate better these two-class motor imagery data: linear, quadratic or some function in between the linear and quadratic solutions. Discriminant analysis methods were tested with two different feature extraction techniques, adaptive autoregressive parameters and logarithmic band power estimates, which are commonly used in brain-computer interface research. Differences in classification accuracy of the classifiers were found when using different amounts of data; if a small amount was available, the best classifier was linear discriminant analysis (LDA) and if enough data were available all three classifiers performed very similar. This suggests that the effort needed to find regularizing parameters for RDA can be avoided by using LDA.

Brain↗

Cortistatin modulates memory evocation in rats.

The neurochemical control of learning depends on several neurotransmitters, hormones, and neuropeptides. Cortistatin is a neuropeptide with sleep-modulating properties that regulates memory consolidation and evocation. Several reports have suggested that learning processes are expressed under diurnal variations; therefore, it seems that the efficiency to solve learning tasks is related to the arousal state. Although we know that cortistatin modulates learning, we do not know whether its effect is subjected to diurnal variations. Hence, we evaluated memory evocation and the sleep-waking cycle along the day. Additionally, we evaluated the effect of cortistatin on motor control and cyclic adenosine monophosphate (cAMP) concentration. Performance of rats was better at 01:00 h than at 13:00 h to solve the Barnes maze. Cortistatin impaired memory evocation, increased rapid-eye-movement (REM) sleep, and decreased wakefulness at 01:00 h, whereas increasing it at 13:00 h. Cortistatin blunts cAMP concentration and impairs motor control at 13:00 h. These results support further a cortistatin modulatory role in the memory process.

Animals↗

A two-state stochastic model of REM sleep architecture in the rat.

Rapid eye movement (REM) sleep is a recurring state throughout the sleeping period. Based on the examination of 45 sleep records of 3-mo-old male rats during the middle of the light phase, a stochastic model is proposed for the sequence X(1),Y(2), X(2),Y(2),. of REM sleep durations X and inter-REM sleep waiting times Y experienced by a rat during a sleeping period. In our model the probability distribution of any variable in the sequence, given the past, is allowed to depend on only the immediately previous variable. The conditional distributions f(y(i) | x(i)) and g(x(i+1) | y(i)) do not depend on the index i. It is shown that the marginal distributions tend to stationarity. Aggregations of the data on a discrete time scale suggest that the conditional distributions be formulated as two-component mixtures. These component distributions are modeled as Poisson and their means are called the means of short and long waiting time and the means of short and long REM sleep duration. Associated with each mean is a probability weight. Parametric forms are given to the means and probability weights. The model estimated by maximum likelihood shows a good fit to data of the 3-mo-old rats. The model fit to a smaller data set obtained from rats aged 15-22 mo shows a significant shortening of the means for both short and long REM sleep bout durations compared with the means of the 3-mo-old rats. Neuronal correlates for the behavior of the model are discussed in the context of the reciprocal interaction model of REM sleep regulation.

Aging↗

Ganglioside patterns mature at different rates in functionally related subregions of the rat pons.

Gangliosides are known to be developmentally regulated and regionally variable, but these variations have not been shown to occur among precisely defined nuclei of the brain in relation to either aging or function. We have sought to correlate changes in ganglioside distribution with age-related changes in highly specific brain regions known to control a common function, the regulation of rapid eye movement sleep architecture. Gangliosides were extracted and quantified from micropunched regions of the locus coeruleus, dorsal raphe, laterodorsal tegmentum, pedunculopontine tegmentum and the general region of the pons containing these nuclei in young adult (3 months), adult (12 months), and aged (24 months) rats. The ganglioside distribution patterns were generally characteristic of the pons as a whole, but showed a high level of differentiation in time course at specific anatomical sites.

Aging↗