12.07.2015 Views

Dynamical Systems in Neuroscience:

Dynamical Systems in Neuroscience:

Dynamical Systems in Neuroscience:

SHOW MORE
SHOW LESS
  • No tags were found...

You also want an ePaper? Increase the reach of your titles

YUMPU automatically turns print PDFs into web optimized ePapers that Google loves.

316 Simple Modelsthrough an appropriate thalamic nucleus. Anatomically, the thalamic system consistsof three major types of neurons: thalamocortical (TC) neurons, which relay signals <strong>in</strong>tothe neocortex, reticular thalamic nucleus (RTN) neurons, and thalamic <strong>in</strong>terneurons,which provide local reciprocal <strong>in</strong>hibition (Shepherd 2004). The three types have dist<strong>in</strong>ctelectrophysiological properties and fir<strong>in</strong>g patterns.There are undoubtedly subtypes with each type of thalamic neurons, however, theclassification is not as elaborate as the one <strong>in</strong> neocortex. This, and the differencebetween species, age and various thalamic nuclei, expla<strong>in</strong>s the contradictory reportsof different fir<strong>in</strong>g patterns <strong>in</strong> presumably the same types of thalamic neurons. Belowwe use the simple model (8.5, 8.6) to simulate a “typical” TC, TRN, and <strong>in</strong>terneuron.The reader should realize, though, that our attempt is as <strong>in</strong>complete as the attemptto simulate a “typical” neocortical neuron ignor<strong>in</strong>g the fact that there are RS, IB, CH,FS, etc., cells.8.3.1 Thalamo-cortical (TC) relay neuronsThalamocortical (TC) relay neurons, the type of thalamic neurons that project sensory<strong>in</strong>put to the cortex, have two prom<strong>in</strong>ent models of fir<strong>in</strong>g, illustrated <strong>in</strong> Fig. 8.31: tonicand burst mode. Both modes are ubiquitous <strong>in</strong> vitro and <strong>in</strong> vivo, <strong>in</strong>clud<strong>in</strong>g awake andbehav<strong>in</strong>g animals, and both represent different patterns of relay of sensory <strong>in</strong>formation<strong>in</strong>to the cortex (Sherman 2001). The transition between the fir<strong>in</strong>g modes depend onthe degree of <strong>in</strong>activation of low-threshold Ca 2+ T-current (Jahnsen and Ll<strong>in</strong>as 1984,McCormick and Huguenard 1992), which <strong>in</strong> turn depends on the hold<strong>in</strong>g membranepotential of the TC neuron.In tonic mode, the rest<strong>in</strong>g membrane potential of a TC neuron is around −60 mV,which is above the <strong>in</strong>activation threshold of the T-current. The slow Ca 2+ current is<strong>in</strong>activated and is not available to contribute to spik<strong>in</strong>g behavior. The neuron fires Na + -K + tonic spikes with a relatively constant frequency that depends on the amplitude ofthe <strong>in</strong>jected current and could be as low as a few Hertz (Zhan et al. 1999). Such acell, illustrated <strong>in</strong> Fig. 8.31, is a typical Class 1 excitable system near a saddle-node on<strong>in</strong>variant circle bifurcation. It exhibits regular spik<strong>in</strong>g behavior similar to that of RSneocortical neurons. It relays transient <strong>in</strong>puts <strong>in</strong>to outputs, and for this reason, manyrefer to the tonic mode as relay mode of fir<strong>in</strong>g.To switch a TC neuron <strong>in</strong>to the burst mode, an <strong>in</strong>jected dc-current or <strong>in</strong>hibitorysynaptic <strong>in</strong>put must hyperpolarize the membrane potential to around −80 mV for atleast 50-100 ms. While hyperpolarized, the Ca 2+ T-current de<strong>in</strong>activates and becomesavailable. As soon as the membrane potential is returned to the rest<strong>in</strong>g or depolarizedstate, there is an excess of the <strong>in</strong>ward current that drives the neuron over thresholdand results <strong>in</strong> a rebound burst of high-frequency spikes, as <strong>in</strong> Fig. 8.31, called a lowthreshold(LT) spike or a Ca 2+ spike.In Fig. 8.31, right, we simulate TC neuron us<strong>in</strong>g simple model (8.5, 8.6), treat<strong>in</strong>g uas the low-threshold Ca 2+ current. S<strong>in</strong>ce the current is <strong>in</strong>activated <strong>in</strong> the tonic mode,i.e., u ≈ 0, we take b = 0. The rest<strong>in</strong>g and threshold voltages of the neuron <strong>in</strong> the

Hooray! Your file is uploaded and ready to be published.

Saved successfully!

Ooh no, something went wrong!