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Dynamical Systems in Neuroscience:

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Simple Models 3211989, Alonso and Kl<strong>in</strong>k 1993, Kl<strong>in</strong>k and Alonso 1993, Dickson et al. 2000). The oscillationsare generated by the <strong>in</strong>terplay between persistent Na + current and h-current, andthey are believed to set the theta rhythmicity <strong>in</strong> the entorh<strong>in</strong>al-hippocampal network.The caption of Fig. 8.39 provides parameters of the simple model (8.5, 8.6) thatcaptures the slow oscillatory dynamics of an entorh<strong>in</strong>al stellate cell recorded <strong>in</strong> vitro<strong>in</strong> adult rat. The cell sags to <strong>in</strong>jected hyperpolariz<strong>in</strong>g current <strong>in</strong> Fig. 8.39a and thenfires a rebound spike upon release from hyperpolarization. From a neurophysiologicalpo<strong>in</strong>t of view, the sag and rebound response are due to the open<strong>in</strong>g of the h-current;From a mathematical po<strong>in</strong>t of view, they are caused by the resonant slow variable u,which could also describe de<strong>in</strong>activation of a transient Na + current and deactivationof low-threshold K + current. The geometrical explanation of these responses is similarto the one provided for LTS <strong>in</strong>terneurons <strong>in</strong> Fig. 8.26. Positive steps of current evoke atransient or susta<strong>in</strong>ed spik<strong>in</strong>g activity. Notice that the first spike is actually a doublet<strong>in</strong> the record<strong>in</strong>g and <strong>in</strong> the simulation <strong>in</strong> Fig. 8.39a (I = 200 pA).Stellate cells <strong>in</strong> the entorh<strong>in</strong>al cortex of adult animals can exhibit damped or susta<strong>in</strong>edsubthreshold oscillations <strong>in</strong> a frequency range from 5 to 15 Hz. The oscillationscan be clearly seen when the cell is depolarized by <strong>in</strong>jected dc-current, as <strong>in</strong> Fig. 8.39b.The stronger the current, the higher the amplitude and frequency of oscillations, whichoccasionally result <strong>in</strong> spikes or even bursts of spikes (Alonso and Kl<strong>in</strong>k 1993). The simplemodel also exhibits slow damped oscillations because its rest<strong>in</strong>g state is a stablefocus. The focus loses stability via subcritical Andronov-Hopf bifurcation, and hence itcoexists with a spik<strong>in</strong>g limit cycle. To enable susta<strong>in</strong>ed oscillations and random spikes,we add channel noise to the v-equation (White et al. 2000).In Fig. 8.39c we expla<strong>in</strong> the mechanism of random transitions between subthresholdoscillations and spikes, which is similar to the mechanism of stutter<strong>in</strong>g <strong>in</strong> RS andFS neurons. When weak dc-current is <strong>in</strong>jected (left), the attraction doma<strong>in</strong> of therest<strong>in</strong>g state (shaded region) is separated from the rest of the phase space by thestable manifold to the saddle equilibrium (denoted separatrix). Noisy perturbationsevoke small susta<strong>in</strong>ed noisy oscillations around the rest<strong>in</strong>g state with an occasionalspike when the separatrix is crossed. Increas<strong>in</strong>g the level of <strong>in</strong>jected dc-current results<strong>in</strong> the series of bifurcations similar to those <strong>in</strong> Fig. 8.15. As a result, there is a coexistenceof a large amplitude (spik<strong>in</strong>g) limit cycle attractor and a small unstable limitcycle, which encompasses the attraction doma<strong>in</strong> of the rest<strong>in</strong>g state (right). Noisyperturbations can randomly switch the activity between these attractors, result<strong>in</strong>g <strong>in</strong>the random burst<strong>in</strong>g activity <strong>in</strong> Fig. 8.39b.8.4.5 Mitral neurons of olfactory bulbMitral cells recorded <strong>in</strong> slices of rat ma<strong>in</strong> olfactory bulb exhibit <strong>in</strong>tr<strong>in</strong>sic bistability ofmembrane potentials (Heyward et al. 2001). They spontaneously alternate betweentwo membrane potentials separated by 10 mV: a relatively depolarized (up-state) andhyperpolarized (down-state) potentials. The membrane potential could be switchedbetween the states by a brief depolariz<strong>in</strong>g or hyperpolariz<strong>in</strong>g pulse of current, as we

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