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Dynamical Systems in Neuroscience:

Dynamical Systems in Neuroscience:

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310 Simple ModelsLTS neuron (<strong>in</strong> vitro)simple modelI=300 pAspike peakresetdecreas<strong>in</strong>g AHPsdecreas<strong>in</strong>g amplitudesI=200 pAspike peak20 mV100 msresetv-nullcl<strong>in</strong>ev-nullcl<strong>in</strong>e, I=0u-nullcl<strong>in</strong>eI=125 pAspike peak-56 mVrestdampedoscillationrecovery, u3002001000attractiondoma<strong>in</strong>focusspikeI=100 pAspike peak-60 -40 -20 0 20 40membrane potential, v (mV)Figure 8.25: Comparison of <strong>in</strong> vitro record<strong>in</strong>gs of a low threshold spik<strong>in</strong>g (LTS) <strong>in</strong>terneuron(rat’s barrel cortex, data provided by B. Connors) with simulations of thesimple model 100 ˙v = (v + 56)(v + 42) − u + I, ˙u = 0.03{8(v + 56) − u}, if v ≥ 40 − 0.1u,then v ← −53 + 0.04u, u ← u + 20.resonators, with phase portraits as <strong>in</strong> Fig. 8.15.A possible explanation for the subthreshold oscillations <strong>in</strong> LTS (and some RS)neurons is given <strong>in</strong> Fig. 8.13, case b > 0. The rest<strong>in</strong>g state is a stable node whenI = 0, but it becomes a stable focus when the magnitude of the <strong>in</strong>jected current isnear the neuron’s rheobase. After fir<strong>in</strong>g a phasic spike, the trajectory spirals <strong>in</strong> tothe focus exhibit<strong>in</strong>g damped oscillation. Its frequency is the imag<strong>in</strong>ary part of thecomplex-conjugate eigenvalues of the equilibrium, and it is small because the systemis near Bogdanov-Takens bifurcation.A possible explanation for the rebound spike <strong>in</strong> LTS (or some RS) neurons is given<strong>in</strong> Fig. 8.26. The shaded region is the attraction doma<strong>in</strong> of the rest<strong>in</strong>g state (blackcircle), which is bounded by the stable manifold of the saddle (white circle). A sufficientlystrong hyperpolarized pulse moves the trajectory to the new, hyperpolarized

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