12.07.2015 Views

Dynamical Systems in Neuroscience:

Dynamical Systems in Neuroscience:

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Simple Models 303layer 5 neuronsimple modelAHP3421550 pAAHP500 pA21-50 mV370 pA200 msreset21-75 mV12spike-60 mV-75 mVpeakrecovery, u4002000restpeakv-nullcl<strong>in</strong>ev-nullcl<strong>in</strong>e, I=0300 pA<strong>in</strong>put<strong>in</strong>put-80 -60 -40 -20 0membrane potential, v (mV)Figure 8.19: Comparison of <strong>in</strong> vitro record<strong>in</strong>gs of an <strong>in</strong>tr<strong>in</strong>sically burst<strong>in</strong>g (IB) neuronwith the simple model 150 ˙v = 1.2(v + 75)(v + 45) − u + I, ˙u = 0.01{5(v + 75) − u},if v ≥ +50, then v ← −56, u ← u + 130. White squares denote the reset po<strong>in</strong>tsnumbered accord<strong>in</strong>g to the spike number.IB cells. Depend<strong>in</strong>g on the strength of the <strong>in</strong>jected dc current and the state of theneuron, the ADP can be large enough to cause another somatic spike, as we illustrate<strong>in</strong> Fig. 7.52. The somatic spike may <strong>in</strong>itiate another dendritic spike, etc., result<strong>in</strong>g <strong>in</strong>a burst <strong>in</strong> Fig. 8.20b. This mechanism is known as the dendritic-somatic p<strong>in</strong>g-pong(Wang 1999) and it occurs <strong>in</strong> the P<strong>in</strong>sky-R<strong>in</strong>zel (1994) model of hippocampal CA3 neuron,the sensory neuron of weakly electric fish (Doiron et al. 2002), and <strong>in</strong> chatter<strong>in</strong>gneurons considered below.Let us build a two-compartment simple model that simulates the somatic and dendriticspike generation of IB neurons. S<strong>in</strong>ce we do not know the rheobase, <strong>in</strong>putresistance, rest<strong>in</strong>g and <strong>in</strong>stantaneous threshold potentials of dendritic tree of IB neurons,we cannot determ<strong>in</strong>e parameters of the dendritic compartment. Instead, we feedthe somatic record<strong>in</strong>g V (t) <strong>in</strong> Fig. 8.20a <strong>in</strong>to the model dendritic compartment and

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