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Dynamical Systems in Neuroscience:

Dynamical Systems in Neuroscience:

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248 Excitability(g)9 ms(f)(e)(d)(c)(b)(a)membranepotential (mV) spike raster<strong>in</strong>jectedcurrent (pA)7 ms6 ms4 msno burst<strong>in</strong>put200-20-40-602000frozen noiseburst <strong>in</strong>put2 mV6.7 ms50 100 150 200 250 300 350 400 450 500time (ms)Figure 7.24: Frozen-noise experiments demonstrate frequency preference and resonanceto embedded bursts. (a) A random signal (frozen noise) is <strong>in</strong>jected <strong>in</strong>to a neuron <strong>in</strong>vitro to simulate the <strong>in</strong> vivo conditions (b). The neuron responds with some spiketim<strong>in</strong>gvariability depicted <strong>in</strong> (c). (d-g) Burst <strong>in</strong>put is added to the frozen noise. Noticethat the neuron is most sensitive to the <strong>in</strong>put hav<strong>in</strong>g the resonant period 7 ms, whichis near the period of subthreshold oscillation (6.7 ms). Shown are <strong>in</strong> vitro responses ofmesencephalic V neuron of rats bra<strong>in</strong>stem recorded by the author, Niraj S. Desai, andBetsy C. Walcott. The order of stimulation was first l<strong>in</strong>e of c,d,e,f,g, then second l<strong>in</strong>eof c,d,e,f,g, then third l<strong>in</strong>e, etc., to avoid slow artifacts.(frozen noise <strong>in</strong> Fig. 7.24a) and saved it <strong>in</strong>to the memory of the program that <strong>in</strong>jectscurrent <strong>in</strong>to a neuron. Then we <strong>in</strong>jected the stored signal <strong>in</strong>to the neuron 50 times tosee how reliable its spike response is. Despite the <strong>in</strong> vivo-like activity <strong>in</strong> Fig. 7.24b,the spike raster <strong>in</strong> Fig. 7.24c shows vertical clusters <strong>in</strong>dicat<strong>in</strong>g that the neuron prefersto fire at certa<strong>in</strong> “scheduled” moments of time correspond<strong>in</strong>g to certa<strong>in</strong> features of thefrozen-noise <strong>in</strong>put.In Fig. 7.24d-g, we added bursts of 3 spikes to the frozen noise. The amplitudesof the bursts were constant (less than 10% of the frozen noise amplitude), but the<strong>in</strong>terspike periods were different. The idea is to see whether the response of the neuronwould be any different when the burst period is near the neuronal <strong>in</strong>tr<strong>in</strong>sic period of 6.7ms (see the <strong>in</strong>set <strong>in</strong> Fig. 7.24b). As one expects, the non-resonant bursts with 4 ms and9 ms periods rema<strong>in</strong>ed undetected by the neuron, s<strong>in</strong>ce the spike rasters <strong>in</strong> Fig. 7.24d

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