12.07.2015 Views

Dynamical Systems in Neuroscience:

Dynamical Systems in Neuroscience:

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312 Simple ModelsFS neuron (<strong>in</strong> vitro)simple model2 31I=400 pA2 3121I=200 pAAHP1 2AHPrecovery variable, u4003002001000I=100 pA-60 -50 -40 -30 -20 -10membrane potenrial, v (mV)20 mV40 ms-55 mVresetrecovery variable, u4020spik<strong>in</strong>g limitv-nullcl<strong>in</strong>ecycleu-nullcl<strong>in</strong>eI=73.2 pAspike0rest-55 -50 -45 -40membrane potenrial, v (mV)Figure 8.27: Comparison of <strong>in</strong> vitro record<strong>in</strong>gs of a fast spik<strong>in</strong>g (FS) <strong>in</strong>terneuron of layer5 rat’s visual cortex with simulations of the simple model 20 ˙v = (v +55)(v +40)−u+I,˙u = 0.2{U(v) − u}, if v ≥ 25, then v ← −45 mV. Slow nonl<strong>in</strong>ear nullcl<strong>in</strong>e U(v) = 0when v < v b and U(v) = 0.025(v − v b ) 3 when v ≥ v b with v b = −55 mV. Shaded areadenotes the attraction doma<strong>in</strong> of the rest<strong>in</strong>g state.neurons have monotone relation.The absence of rebound responses <strong>in</strong> FS neurons means that the phenomenologicalrecovery variable (activation of fast K + current) does not decrease significantly belowthe rest<strong>in</strong>g value when the membrane potential is hyperpolarized. That is, the slowu-nullcl<strong>in</strong>e becomes horizontal <strong>in</strong> the hyperpolarized voltage range. Accord<strong>in</strong>gly, wesimulate FS neuron <strong>in</strong> Fig. 8.27 us<strong>in</strong>g the simple model (8.5) with nonl<strong>in</strong>ear u-nullcl<strong>in</strong>e.The phase portraits and bifurcation diagram of the FS neuron model are qualitativelysimilar to the fast subsystem of a “subHopf/fold cycle” burster: Injection ofdc-current I creates a stable and unstable limit cycles via fold limit cycle bifurcation.The frequency of the newborn stable cycle is around 20 Hz, hence the discont<strong>in</strong>uityof the F-I curve and Class 2 excitability. There is a bistability of rest<strong>in</strong>g and spik<strong>in</strong>gstates, as <strong>in</strong> Fig. 8.27, bottom, so that noise can switch the state of the neuron back

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