12.07.2015 Views

Dynamical Systems in Neuroscience:

Dynamical Systems in Neuroscience:

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240 Excitabilityproperties <strong>in</strong>tegrators resonatorsbifurcationsaddle-node on<strong>in</strong>variant circlesaddle-nodesubcriticalAndronov-HopfsupercriticalAndronov-Hopfexcitability class 1class 2 class 2 class 2oscillatorypotentialsfrequencypreferencenonoyesyesI-V relationat restnon-monotonemonotonespike latency large smallthresholdand rheobasewell-def<strong>in</strong>edmay not be def<strong>in</strong>edall-or-noneaction potentials yes noco-existence ofrest<strong>in</strong>g and spik<strong>in</strong>gpost-<strong>in</strong>hibitory spikeor facilitation(brief stimuli)<strong>in</strong>hibition-<strong>in</strong>ducedspik<strong>in</strong>gno yes yes nonoyesnopossibleFigure 7.15: Summary of neuro-computational properties.uniquely the type of bifurcation of the rest<strong>in</strong>g state, as we summarize <strong>in</strong> Fig. 7.14. Forexample, a bistable <strong>in</strong>tegrator corresponds to a saddle-node bifurcation whereas monostableresonator corresponds to a supercritical Andronov-Hopf bifurcation. Integratorsand resonators have drastically different neuro-computational properties, summarized<strong>in</strong> Fig. 7.15 and discussed next (the I-V curves are discussed <strong>in</strong> the previous chapter).7.2.1 Fast subthreshold oscillationsAccord<strong>in</strong>g to the def<strong>in</strong>ition, resonators have oscillatory potentials whereas <strong>in</strong>tegratorsdo not. This feature is so important that many of the other neuronal properties discussedlater are just mere consequences of the existence or absence of such oscillations.Fast subthreshold oscillations, as <strong>in</strong> Fig. 7.16, are typically due to a fast lowthresholdpersistent K + current. At rest, there is a balance of all <strong>in</strong>ward currentsand this partially activated K + current. A brief depolarization further activates K +current and results <strong>in</strong> fast after-hyperpolarization. While the cell is hyperpolarized,the current de-activates below its steady state level, the balance is shifted toward the<strong>in</strong>ward currents, and the membrane potential depolarizes aga<strong>in</strong>, and so on.

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