Nonlinear Influence of T-Channels in an in silico Relay Neuron

被引:9
作者
Hynna, Kai M. [1 ]
Boahen, Kwabena A. [1 ]
机构
[1] Univ Penn, Dept Bioengn, Philadelphia, PA 19104 USA
基金
美国国家科学基金会;
关键词
Neuroengineering; neuromorphic; relay cell model; LATERAL GENICULATE-NUCLEUS; RETINAL GANGLION-CELLS; TEMPORAL CONTRAST ADAPTATION; BURST; CAT; OSCILLATIONS; RESPONSES; CURRENTS; MODEL;
D O I
10.1109/TBME.2009.2015579
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Thalamic relay cells express distinctive response modes based on the state of a low-threshold calcium channel (T-channel). When the channel is fully active (burst mode), the cell responds to inputs with a high-frequency burst of spikes; with the channel inactive (ionic mode), the cell responds at a rate proportional to the input. Due to the T-channel's dynamics, we expect the cell's response to become more nonlinear as the channel becomes more active. To test this hypothesis, we study the response of an in silico relay cell to Poisson spike trains. We first validate our model cell by comparing its responses with in vitro responses. To characterize the model cell's nonlinearity, we calculate Poisson kernels, an approach akin to white noise analysis but using the randomness of Poisson input spikes instead of Gaussian white noise. We find that a relay cell with active T-channels requires at least a third-order system to achieve a characterization as good as a second-order system for a relay cell without T-channels.
引用
收藏
页码:1734 / 1743
页数:10
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